The following preprints are provided here to allow for a deeper view of our research work, as well as to
promote the rapid dissemination of research results. Please consider, on the other hand, that these preprints
can differ from their published version in ways that may not be entirely negligible, and for this reason we
recommend you to refer to the published version whenever they have to be used or cited.

top## 2015

## Bayesian hypothesis testing in machine learning

## The multilabel naive credal classifier

## Robust classification of multivariate time series by imprecise hidden Markov models

## Variable elimination for interval-valued influence diagrams

## Bayesian network data imputation with application to survival tree analysis

## Learning extended tree augmented naive structures

## A Bayesian approach for comparing cross-validated algorithms on multiple data sets

## Credal model averaging for classification: representing prior ignorance and expert opinions.

## Robust Bayesian model averaging for the analysis of presence–absence data

## A prior near-ignorance Gaussian Process model for nonparametric regression

## New prior near-ignorance models on the simplex

## Reliable survival analysis based on the Dirichlet Process

## Independent products in infinite spaces

## On the problem of computing the conglomerable natural extension

## Conformity and independence with coherent lower previsions

(2015). Bayesian hypothesis testing in machine learning. In *Proc. ECML PKDD 2015 (European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases)*.

@INPROCEEDINGS { corani2015c,

title = {Bayesian hypothesis testing in machine learning},

booktitle = {Proc. {ECML} {PKDD} 2015 (European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases)},

author = {Corani, G. and Benavoli, A. and Mangili,F. and Zaffalon,M.},

year = {2015}

}

Downloadtitle = {Bayesian hypothesis testing in machine learning},

booktitle = {Proc. {ECML} {PKDD} 2015 (European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases)},

author = {Corani, G. and Benavoli, A. and Mangili,F. and Zaffalon,M.},

year = {2015}

}

(2015). The multilabel naive credal classifier. In *ISIPTA '15: Proceedings of the Ninth International Symposium on Imprecise Probability: Theories and Applications*, SIPTA.

@INPROCEEDINGS { antonucci2015a,

title = {The multilabel naive credal classifier},

publisher = {SIPTA},

booktitle = {{ISIPTA} '15: Proceedings of the Ninth International Symposium on Imprecise Probability: Theories and Applications},

author = {Antonucci, A. and Corani, G.},

year = {2015}

}

Downloadtitle = {The multilabel naive credal classifier},

publisher = {SIPTA},

booktitle = {{ISIPTA} '15: Proceedings of the Ninth International Symposium on Imprecise Probability: Theories and Applications},

author = {Antonucci, A. and Corani, G.},

year = {2015}

}

(2015). Robust classification of multivariate time series by imprecise hidden Markov models. *International Journal of Approximate Reasoning* **56**(B), pp. 249–263.

@ARTICLE { antonucci2014c,

title = {Robust classification of multivariate time series by imprecise hidden {M}arkov models},

journal = {International Journal of Approximate Reasoning},

volume = {56},

author = {Antonucci, A. and de Rosa, R. and Giusti, A. and Cuzzolin, F.},

number = {B},

pages = {249-263},

year = {2015},

doi = {10.1016/j.ijar.2014.07.005}

}

Downloadtitle = {Robust classification of multivariate time series by imprecise hidden {M}arkov models},

journal = {International Journal of Approximate Reasoning},

volume = {56},

author = {Antonucci, A. and de Rosa, R. and Giusti, A. and Cuzzolin, F.},

number = {B},

pages = {249-263},

year = {2015},

doi = {10.1016/j.ijar.2014.07.005}

}

(2015). Variable elimination for interval-valued influence diagrams. In *Proceedings of the 13th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty*.

@INPROCEEDINGS { antonucci2015b,

title = {Variable elimination for interval-valued influence diagrams},

booktitle = {Proceedings of the 13th European Conference on Symbolic and Quantitative Approaches to Reasoning {w}ith Uncertainty},

author = {Caba\~nas, R. and Antonucci, A. and Cano, A. and G\'omez-Olmedo, M.},

year = {2015}

}

Downloadtitle = {Variable elimination for interval-valued influence diagrams},

booktitle = {Proceedings of the 13th European Conference on Symbolic and Quantitative Approaches to Reasoning {w}ith Uncertainty},

author = {Caba\~nas, R. and Antonucci, A. and Cano, A. and G\'omez-Olmedo, M.},

year = {2015}

}

(2015). Bayesian network data imputation with application to survival tree analysis. *Computational Statistics and Data Analysis*.

@ARTICLE { zaffalon2015b,

title = {Bayesian network data imputation with application to survival tree analysis},

journal = {Computational Statistics and Data Analysis},

author = {Rancoita, P. M. V., Zaffalon, M., Zucca, E., Bertoni, F. and de Campos, C. P.},

year = {2015}

}

Downloadtitle = {Bayesian network data imputation with application to survival tree analysis},

journal = {Computational Statistics and Data Analysis},

author = {Rancoita, P. M. V., Zaffalon, M., Zucca, E., Bertoni, F. and de Campos, C. P.},

year = {2015}

}

(2015). Learning extended tree augmented naive structures. *International Journal of Approximate Reasoning.*.

@ARTICLE { decampos2015a,

title = {Learning extended tree augmented naive structures},

journal = {International Journal of Approximate Reasoning.},

author = {de Campos, C. and Corani, G. and Scanagatta, M. and Cuccu, M. and Zaffalon, M.},

year = {2015},

doi = {10.1016/j.ijar.2015.04.006}

}

Downloadtitle = {Learning extended tree augmented naive structures},

journal = {International Journal of Approximate Reasoning.},

author = {de Campos, C. and Corani, G. and Scanagatta, M. and Cuccu, M. and Zaffalon, M.},

year = {2015},

doi = {10.1016/j.ijar.2015.04.006}

}

(2015). A Bayesian approach for comparing cross-validated algorithms on multiple data sets. *Machine Learning*.

@ARTICLE { corani2015b,

title = {A {B}ayesian approach for comparing cross-validated algorithms on multiple data sets},

journal = {Machine Learning},

author = {Corani, G. and Benavoli, A.},

year = {2015},

doi = {10.1007/s10994-015-5486-z}

}

Downloadtitle = {A {B}ayesian approach for comparing cross-validated algorithms on multiple data sets},

journal = {Machine Learning},

author = {Corani, G. and Benavoli, A.},

year = {2015},

doi = {10.1007/s10994-015-5486-z}

}

(2015). Credal model averaging for classification: representing prior ignorance and expert opinions.. *International Journal of Approximate Reasoning* **56**(B), pp. 264–277.

@ARTICLE { corani2014a,

title = {Credal model averaging for classification: representing prior ignorance and expert opinions.},

journal = {International Journal of Approximate Reasoning},

volume = {56},

author = {Corani, G. and Mignatti, A.},

number = {B},

pages = {264--277},

year = {2015},

doi = {10.1016/j.ijar.2014.07.001}

}

Downloadtitle = {Credal model averaging for classification: representing prior ignorance and expert opinions.},

journal = {International Journal of Approximate Reasoning},

volume = {56},

author = {Corani, G. and Mignatti, A.},

number = {B},

pages = {264--277},

year = {2015},

doi = {10.1016/j.ijar.2014.07.001}

}

(2015). Robust Bayesian model averaging for the analysis of presence–absence data. *Environmental and Ecological Statistics*.

@ARTICLE { corani2015a,

title = {Robust {B}ayesian model averaging for the analysis of presence--absence data},

journal = {Environmental and Ecological Statistics},

author = {Corani, G. and Mignatti, A.},

year = {2015},

doi = {10.1007/s10651-014-0308-1}

}

Downloadtitle = {Robust {B}ayesian model averaging for the analysis of presence--absence data},

journal = {Environmental and Ecological Statistics},

author = {Corani, G. and Mignatti, A.},

year = {2015},

doi = {10.1007/s10651-014-0308-1}

}

(2015). A prior near-ignorance Gaussian Process model for nonparametric regression. In *ISIPTA '15: Proceedings of the Ninth International Symposium on Imprecise Probability: Theories and Applications*.

@INPROCEEDINGS { mangili2015b,

title = {A prior near-ignorance {G}aussian {P}rocess model for nonparametric regression},

booktitle = {{ISIPTA} '15: Proceedings of the Ninth International Symposium on Imprecise Probability: Theories and Applications},

author = {Mangili, F.},

year = {2015}

}

Downloadtitle = {A prior near-ignorance {G}aussian {P}rocess model for nonparametric regression},

booktitle = {{ISIPTA} '15: Proceedings of the Ninth International Symposium on Imprecise Probability: Theories and Applications},

author = {Mangili, F.},

year = {2015}

}

(2015). New prior near-ignorance models on the simplex. *International Journal of Approximate Reasoning* **56, Part B**, pp. 278–306.

@ARTICLE { Mangili2014a,

title = {New prior near-ignorance models on the simplex},

journal = {International Journal of Approximate Reasoning},

volume = {56, Part B},

author = {Mangili, F. and Benavoli, A.},

pages = {278 - 306},

year = {2015},

doi = {10.1016/j.ijar.2014.08.005}

}

Downloadtitle = {New prior near-ignorance models on the simplex},

journal = {International Journal of Approximate Reasoning},

volume = {56, Part B},

author = {Mangili, F. and Benavoli, A.},

pages = {278 - 306},

year = {2015},

doi = {10.1016/j.ijar.2014.08.005}

}

(2015). Reliable survival analysis based on the Dirichlet Process. *Biometrical Journal*.

@ARTICLE { mangili2015a,

title = {Reliable survival analysis based on the {D}irichlet {P}rocess},

journal = {Biometrical Journal},

author = {Mangili, F. and Benavoli, A. and de Campos, C.P. and Zaffalon, M.},

year = {2015},

doi = {DOI 10.1002/bimj.201500062 }

}

Downloadtitle = {Reliable survival analysis based on the {D}irichlet {P}rocess},

journal = {Biometrical Journal},

author = {Mangili, F. and Benavoli, A. and de Campos, C.P. and Zaffalon, M.},

year = {2015},

doi = {DOI 10.1002/bimj.201500062 }

}

(2015). Independent products in infinite spaces. *Journal of Mathematical Analysis and Applications* **425**, pp. 460–488.

@ARTICLE { zaffalon2015a,

title = {Independent products in infinite spaces},

journal = {Journal of Mathematical Analysis and Applications},

volume = {425},

author = {Miranda, E. and Zaffalon, M.},

pages = {460--488},

year = {2015}

}

Downloadtitle = {Independent products in infinite spaces},

journal = {Journal of Mathematical Analysis and Applications},

volume = {425},

author = {Miranda, E. and Zaffalon, M.},

pages = {460--488},

year = {2015}

}

(2015). On the problem of computing the conglomerable natural extension. *International Journal of Approximate Reasoning* **56**(A), pp. 1–27.

@ARTICLE { zaffalon2014b,

title = {On the problem of computing the conglomerable natural extension},

journal = {International Journal of Approximate Reasoning},

volume = {56},

author = {Miranda, E., Zaffalon, M.},

number = {A},

pages = {1--27},

year = {2015},

doi = {10.1016/j.ijar.2014.09.003}

}

Downloadtitle = {On the problem of computing the conglomerable natural extension},

journal = {International Journal of Approximate Reasoning},

volume = {56},

author = {Miranda, E., Zaffalon, M.},

number = {A},

pages = {1--27},

year = {2015},

doi = {10.1016/j.ijar.2014.09.003}

}

(2015). Conformity and independence with coherent lower previsions. In Augustin, T., Miranda, E., Quaeghebeur, E. (Ed), *ISIPTA '15: Proceedings of the Ninth International Symposium on Imprecise Probability: Theories and Applications,*, SIPTA.

@INPROCEEDINGS { zaffalon2015c,

title = {Conformity and independence with coherent lower previsions},

editor = {Augustin, T., Miranda, E., Quaeghebeur, E.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '15: Proceedings of the Ninth International Symposium on Imprecise Probability: Theories and Applications,},

author = {MIranda, E., Zaffalon, M.},

year = {2015}

}

Downloadtitle = {Conformity and independence with coherent lower previsions},

editor = {Augustin, T., Miranda, E., Quaeghebeur, E.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '15: Proceedings of the Ninth International Symposium on Imprecise Probability: Theories and Applications,},

author = {MIranda, E., Zaffalon, M.},

year = {2015}

}

top## 2014

## Probabilistic graphical models

## Approximate credal network updating by linear programming with applications to decision making

## Decision making with hierarchical credal sets

## Classification

## Credal Ensembles of Classifiers

## Trading off Speed and Accuracy in Multilabel Classification

## Kuznetsov independence for interval-valued expectations and sets of probability distributions: Properties and algorithms

## Global sensitivity analysis for MAP inference in graphical models

## Hidden Markov models with imprecisely specified parameters

## Probabilistic inference in credal networks: new complexity results

## Transform both sides model: a parametric approach

## Min-BDeu and max-BDeu scores for learning Bayesian networks

## Extended tree augmented naive classifier

## Comments on "Imprecise probability models for learning multinomial distributions from data. Applications to learning credal networks" by Andrés R. Masegosa and Serafín Moral

(2014). Probabilistic graphical models. In Augustin,T., Coolen,F., de Cooman,G., Troffaes,M. (Eds), *Introduction to Imprecise Probabilities*, Wiley, pp. 207–229.

@INBOOK { antonucci2014a,

title = {Probabilistic graphical models},

editor = {Augustin,T. and Coolen,F. and de Cooman,G. and Troffaes,M.},

publisher = {Wiley},

booktitle = {Introduction to Imprecise Probabilities},

author = {Antonucci, A. and de Campos, C.P. and Zaffalon, M.},

pages = {207--229},

year = {2014}

}

Downloadtitle = {Probabilistic graphical models},

editor = {Augustin,T. and Coolen,F. and de Cooman,G. and Troffaes,M.},

publisher = {Wiley},

booktitle = {Introduction to Imprecise Probabilities},

author = {Antonucci, A. and de Campos, C.P. and Zaffalon, M.},

pages = {207--229},

year = {2014}

}

(2014). Approximate credal network updating by linear programming with applications to decision making. *International Journal of Approximate Reasoning*.

@ARTICLE { antonucci2014e,

title = {Approximate credal network updating by linear programming with applications to decision making},

journal = {International Journal of Approximate Reasoning},

author = {Antonucci, A. and de Campos, C.P. and Zaffalon, M. and Huber, D.},

year = {2014}

}

Downloadtitle = {Approximate credal network updating by linear programming with applications to decision making},

journal = {International Journal of Approximate Reasoning},

author = {Antonucci, A. and de Campos, C.P. and Zaffalon, M. and Huber, D.},

year = {2014}

}

(2014). Decision making with hierarchical credal sets. In Laurent, A., Strauss, O., Bouchon-Meunier, B., Yager, R.R. (Eds), *Information Processing and Management of Uncertainty in Knowledge-based Systems*, Communications in Computer and Information Science **444**, Springer, pp. 456–465.

@INPROCEEDINGS { antonucci2014b,

title = {Decision making with hierarchical credal sets},

editor = {Laurent, A. and Strauss, O. and Bouchon-Meunier, B. and Yager, R.R.},

publisher = {Springer},

series = {Communications in Computer and Information Science},

volume = {444},

booktitle = {Information Processing and Management of Uncertainty in Knowledge-{b}ased Systems},

author = {Antonucci, A. and Karlsson, A. and Sundgren, D.},

pages = {456--465},

year = {2014}

}

Downloadtitle = {Decision making with hierarchical credal sets},

editor = {Laurent, A. and Strauss, O. and Bouchon-Meunier, B. and Yager, R.R.},

publisher = {Springer},

series = {Communications in Computer and Information Science},

volume = {444},

booktitle = {Information Processing and Management of Uncertainty in Knowledge-{b}ased Systems},

author = {Antonucci, A. and Karlsson, A. and Sundgren, D.},

pages = {456--465},

year = {2014}

}

(2014). Classification. In Augustin,T., Coolen,F., de Cooman,G., Troffaes,M. (Eds), *Introduction to Imprecise Probabilities*, Wiley, pp. 261–285.

@INCOLLECTION { corani2013b,

title = {Classification},

editor = {Augustin,T. and Coolen,F. and de Cooman,G. and Troffaes,M.},

publisher = {Wiley},

booktitle = {Introduction to Imprecise Probabilities},

author = {Corani, G. and Abell\'an, J. and Masegosa, A. and Moral, S. and Zaffalon, M.},

pages = {261-285},

year = {2014},

url = {http://eu.wiley.com/WileyCDA/WileyTitle/productCd-0470973811.html}

}

Downloadtitle = {Classification},

editor = {Augustin,T. and Coolen,F. and de Cooman,G. and Troffaes,M.},

publisher = {Wiley},

booktitle = {Introduction to Imprecise Probabilities},

author = {Corani, G. and Abell\'an, J. and Masegosa, A. and Moral, S. and Zaffalon, M.},

pages = {261-285},

year = {2014},

url = {http://eu.wiley.com/WileyCDA/WileyTitle/productCd-0470973811.html}

}

(2014). Credal Ensembles of Classifiers. *Computational Statistics & Data Analysis* **71**, pp. 818–831.

@ARTICLE { corani2012f,

title = {Credal {E}nsembles of {C}lassifiers},

journal = {Computational Statistics & Data Analysis},

volume = {71},

author = {Corani, G. and Antonucci, A.},

pages = {818--831},

year = {2014},

doi = {10.1016/j.csda.2012.11.010}

}

Downloadtitle = {Credal {E}nsembles of {C}lassifiers},

journal = {Computational Statistics & Data Analysis},

volume = {71},

author = {Corani, G. and Antonucci, A.},

pages = {818--831},

year = {2014},

doi = {10.1016/j.csda.2012.11.010}

}

(2014). Trading off Speed and Accuracy in Multilabel Classification. In van der Gaag, L., Feelders, A. (Ed), *PGM'14: Proceedings of the Seventh European Workshop on Probabilistic Graphical Models*, Lecture Notes in Artificial Intelligence, Springer, pp. 145–159.

@INPROCEEDINGS { corani2014b,

title = {Trading off {S}peed and {A}ccuracy in {M}ultilabel {C}lassification},

journal = {Proc. 7th European Workshop on Probabilistic Graphical Models ({PGM} '14)},

editor = {van der Gaag, L., Feelders, A.},

publisher = {Springer},

series = {Lecture Notes in Artificial Intelligence},

booktitle = {{PGM'14}: Proceedings of the Seventh European Workshop on Probabilistic Graphical Models},

author = {Corani, G. and Antonucci, A. and Mau\'a, D. and Gabaglio, S.},

pages = {145--159},

year = {2014},

doi = {10.1007/978-3-319-11433-0_10}

}

Downloadtitle = {Trading off {S}peed and {A}ccuracy in {M}ultilabel {C}lassification},

journal = {Proc. 7th European Workshop on Probabilistic Graphical Models ({PGM} '14)},

editor = {van der Gaag, L., Feelders, A.},

publisher = {Springer},

series = {Lecture Notes in Artificial Intelligence},

booktitle = {{PGM'14}: Proceedings of the Seventh European Workshop on Probabilistic Graphical Models},

author = {Corani, G. and Antonucci, A. and Mau\'a, D. and Gabaglio, S.},

pages = {145--159},

year = {2014},

doi = {10.1007/978-3-319-11433-0_10}

}

(2014). Kuznetsov independence for interval-valued expectations and sets of probability distributions: Properties and algorithms. *International Journal of Approximate Reasoning* **55**(2), pp. 666–682.

@ARTICLE { cozman2013ijar,

title = {Kuznetsov independence for interval-valued expectations and sets of probability distributions: {P}roperties and algorithms},

journal = {International Journal of Approximate Reasoning},

publisher = {Elsevier},

volume = {55},

author = {Cozman, F.G. and de Campos, C.P.},

number = {2},

pages = {666--682},

year = {2014},

doi = {10.1016/j.ijar.2013.09.013}

}

Downloadtitle = {Kuznetsov independence for interval-valued expectations and sets of probability distributions: {P}roperties and algorithms},

journal = {International Journal of Approximate Reasoning},

publisher = {Elsevier},

volume = {55},

author = {Cozman, F.G. and de Campos, C.P.},

number = {2},

pages = {666--682},

year = {2014},

doi = {10.1016/j.ijar.2013.09.013}

}

(2014). Global sensitivity analysis for MAP inference in graphical models. In *Advances in Neural Information Processing Systems 27 (NIPS 2014)*.

@INPROCEEDINGS { antonucci2014f,

title = {Global sensitivity analysis for {MAP} inference in graphical models},

booktitle = {Advances in Neural Information Processing Systems 27 ({NIPS} 2014)},

author = {De Bock, J. and de Campos, C.P. and Antonucci, A.},

year = {2014}

}

Downloadtitle = {Global sensitivity analysis for {MAP} inference in graphical models},

booktitle = {Advances in Neural Information Processing Systems 27 ({NIPS} 2014)},

author = {De Bock, J. and de Campos, C.P. and Antonucci, A.},

year = {2014}

}

(2014). Hidden Markov models with imprecisely specified parameters. In *Proceedings of the Brazilian Conference on Intelligent Systems*.

@INPROCEEDINGS { antonucci2014d,

title = {Hidden {M}arkov models with imprecisely specified parameters},

booktitle = {Proceedings of the Brazilian Conference on Intelligent Systems},

author = {Mau\'a, D.D. and de Campos, C.P. and Antonucci, A.},

year = {2014}

}

Downloadtitle = {Hidden {M}arkov models with imprecisely specified parameters},

booktitle = {Proceedings of the Brazilian Conference on Intelligent Systems},

author = {Mau\'a, D.D. and de Campos, C.P. and Antonucci, A.},

year = {2014}

}

(2014). Probabilistic inference in credal networks: new complexity results. *Journal of Artifical Intelligence Research* **50**, pp. 603–637.

@ARTICLE { maua14jair,

title = {Probabilistic inference in credal networks: new complexity results},

journal = {Journal of Artifical Intelligence Research},

volume = {50},

author = {Mau\'a, D.D. and de Campos, C.P. and Benavoli, A. and Antonucci, A.},

pages = {603--637},

year = {2014},

doi = {10.1613/jair.4355}

}

Downloadtitle = {Probabilistic inference in credal networks: new complexity results},

journal = {Journal of Artifical Intelligence Research},

volume = {50},

author = {Mau\'a, D.D. and de Campos, C.P. and Benavoli, A. and Antonucci, A.},

pages = {603--637},

year = {2014},

doi = {10.1613/jair.4355}

}

(2014). Transform both sides model: a parametric approach. *Computational Statistics and Data Analysis* **71**, pp. 903–913.

@ARTICLE { decampos2013b,

title = {Transform both sides model: a parametric approach},

journal = {Computational Statistics and Data Analysis},

publisher = {Elsevier},

volume = {71},

author = {Polpo, A. and de Campos, C.P. and Sinha, D. and Lipsitz, S. and Lin, J.},

pages = {903--913},

year = {2014},

doi = {10.1016/j.csda.2013.07.023}

}

Downloadtitle = {Transform both sides model: a parametric approach},

journal = {Computational Statistics and Data Analysis},

publisher = {Elsevier},

volume = {71},

author = {Polpo, A. and de Campos, C.P. and Sinha, D. and Lipsitz, S. and Lin, J.},

pages = {903--913},

year = {2014},

doi = {10.1016/j.csda.2013.07.023}

}

(2014). Min-BDeu and max-BDeu scores for learning Bayesian networks. In van der Gaag, L., Feelders, A. (Ed), *PGM'14: Proceedings of the Seventh European Workshop on Probabilistic Graphical Models*, Lecture Notes in Artificial Intelligence, Springer.

@INPROCEEDINGS { scanagatta2014a,

title = {Min-{BDeu} and max-{BDeu} scores for learning {B}ayesian networks},

editor = {van der Gaag, L., Feelders, A.},

publisher = {Springer},

series = {Lecture Notes in Artificial Intelligence},

booktitle = {{PGM'14}: Proceedings of the Seventh European Workshop on Probabilistic Graphical Models},

author = {Scanagatta, M. and de Campos, C.P. and Zaffalon, M.},

year = {2014}

}

Downloadtitle = {Min-{BDeu} and max-{BDeu} scores for learning {B}ayesian networks},

editor = {van der Gaag, L., Feelders, A.},

publisher = {Springer},

series = {Lecture Notes in Artificial Intelligence},

booktitle = {{PGM'14}: Proceedings of the Seventh European Workshop on Probabilistic Graphical Models},

author = {Scanagatta, M. and de Campos, C.P. and Zaffalon, M.},

year = {2014}

}

(2014). Extended tree augmented naive classifier. In van der Gaag, L., Feelders, A. (Ed), *PGM'14: Proceedings of the Seventh European Workshop on Probabilistic Graphical Models*, Lecture Notes in Artificial Intelligence, Springer.

@INPROCEEDINGS { decampos2014a,

title = {Extended tree augmented naive classifier},

editor = {van der Gaag, L., Feelders, A.},

publisher = {Springer},

series = {Lecture Notes in Artificial Intelligence},

booktitle = {{PGM'14}: Proceedings of the Seventh European Workshop on Probabilistic Graphical Models},

author = {de Campos, C.P. and Cuccu, M. and Corani, G. and Zaffalon, M.},

year = {2014}

}

Downloadtitle = {Extended tree augmented naive classifier},

editor = {van der Gaag, L., Feelders, A.},

publisher = {Springer},

series = {Lecture Notes in Artificial Intelligence},

booktitle = {{PGM'14}: Proceedings of the Seventh European Workshop on Probabilistic Graphical Models},

author = {de Campos, C.P. and Cuccu, M. and Corani, G. and Zaffalon, M.},

year = {2014}

}

(2014). Comments on "Imprecise probability models for learning multinomial distributions from data. Applications to learning credal networks" by Andrés R. Masegosa and Serafín Moral. *International Journal of Approximate Reasoning* **55**(7), pp. 1597–1600.

@ARTICLE { zaffalon2014a,

title = {Comments on {"Imprecise} probability models for learning multinomial distributions from data. Applications to learning credal networks" by {A}ndr\'es {R}. Masegosa and {S}eraf\'in {M}oral},

journal = {International Journal of Approximate Reasoning},

volume = {55},

author = {Zaffalon, M. and Corani, G.},

number = {7},

pages = {1597--1600},

year = {2014},

doi = {10.1016/j.ijar.2014.05.001}

}

Downloadtitle = {Comments on {"Imprecise} probability models for learning multinomial distributions from data. Applications to learning credal networks" by {A}ndr\'es {R}. Masegosa and {S}eraf\'in {M}oral},

journal = {International Journal of Approximate Reasoning},

volume = {55},

author = {Zaffalon, M. and Corani, G.},

number = {7},

pages = {1597--1600},

year = {2014},

doi = {10.1016/j.ijar.2014.05.001}

}

top## 2013

## Approximating credal network inferences by linear programming

## An ensemble of Bayesian networks for multilabel classification

## CREDO: a military decision-support system based on credal networks

## Temporal data classification by imprecise dynamical models

## Complexity of inferences in polytree-shaped semi-qualitative probabilistic networks

## A Bayesian network model for predicting pregnancy after in vitro fertilization

## Credal model averaging of logistic regression for modeling the distribution of marmot burrows

## Objective way to support embryo transfer: a probabilistic decision

## Prognostic impact of monocyte count at presentation in mantle cell lymphoma

## New prior near-ignorance models on the simplex

## On the complexity of strong and epistemic credal networks

## On the complexity of solving polytree-shaped limited memory influence diagrams with binary variables

## Conglomerable coherent lower previsions

## Conglomerable coherence

## Computing the conglomerable natural extension

## Probability and time

(2013). Approximating credal network inferences by linear programming. In van der Gaag, L. C. (Ed), *Proceedings of the 12th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty*, Lecture Notes in Artificial Intelligence **7958**, Springer, Berlin Heidelberg, pp. 13–25.

@INPROCEEDINGS { antonucci2013a,

title = {Approximating credal network inferences by linear programming},

editor = {van der Gaag, L. C.},

publisher = {Springer},

address = {Berlin Heidelberg},

series = {Lecture Notes in Artificial Intelligence},

volume = {7958},

booktitle = {Proceedings of the 12th European Conference on Symbolic and Quantitative Approaches to Reasoning {w}ith Uncertainty},

author = {Antonucci, A. and de Campos, C.P. and Huber, D. and Zaffalon, M.},

pages = {13-25},

year = {2013}

}

Downloadtitle = {Approximating credal network inferences by linear programming},

editor = {van der Gaag, L. C.},

publisher = {Springer},

address = {Berlin Heidelberg},

series = {Lecture Notes in Artificial Intelligence},

volume = {7958},

booktitle = {Proceedings of the 12th European Conference on Symbolic and Quantitative Approaches to Reasoning {w}ith Uncertainty},

author = {Antonucci, A. and de Campos, C.P. and Huber, D. and Zaffalon, M.},

pages = {13-25},

year = {2013}

}

(2013). An ensemble of Bayesian networks for multilabel classification. In *Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI-13)*.

@INPROCEEDINGS { antonucci2013d,

title = {An ensemble of {B}ayesian networks for multilabel classification},

booktitle = {Proceedings of the 23rd International Joint Conference on Artificial Intelligence ({IJCAI}-13)},

author = {Antonucci, A. and Corani, G. and Mau\'a, D.D. and Gabaglio, S.},

year = {2013}

}

Downloadtitle = {An ensemble of {B}ayesian networks for multilabel classification},

booktitle = {Proceedings of the 23rd International Joint Conference on Artificial Intelligence ({IJCAI}-13)},

author = {Antonucci, A. and Corani, G. and Mau\'a, D.D. and Gabaglio, S.},

year = {2013}

}

(2013). CREDO: a military decision-support system based on credal networks. In *Proceedings of the 16th Conference on Information Fusion (FUSION 2013)*, pp. 1–8.

@INPROCEEDINGS { antonucci2013c,

title = {{CREDO}: a military decision-support system based on credal networks},

booktitle = {Proceedings of the 16th Conference on Information Fusion ({FUSION} 2013)},

author = {Antonucci, A. and Huber, D. and Zaffalon, M. and Luginbuehl, P. and Chapman, I. and Ladouceur, R.},

pages = {1--8},

year = {2013}

}

Downloadtitle = {{CREDO}: a military decision-support system based on credal networks},

booktitle = {Proceedings of the 16th Conference on Information Fusion ({FUSION} 2013)},

author = {Antonucci, A. and Huber, D. and Zaffalon, M. and Luginbuehl, P. and Chapman, I. and Ladouceur, R.},

pages = {1--8},

year = {2013}

}

(2013). Temporal data classification by imprecise dynamical models. In Cozman, F., Denoeux, T., Destercke, S., Seidenfeld, T. (Eds), *ISIPTA '13: Proceedings of the Eighth International Symposium on Imprecise Probability: Theories and Applications*, SIPTA, pp. 13–22.

@INPROCEEDINGS { antonucci2013b,

title = {Temporal data classification by imprecise dynamical models},

editor = {Cozman, F. and Denoeux, T. and Destercke, S. and Seidenfeld, T.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '13: Proceedings of the Eighth International Symposium on Imprecise Probability: Theories and Applications},

author = {Antonucci, A. and de Rosa, R. and Giusti, A. and Cuzzolin, F.},

pages = {13--22},

year = {2013},

url = {http://www.sipta.org/isipta13/proceedings/papers/s002.pdf}

}

Downloadtitle = {Temporal data classification by imprecise dynamical models},

editor = {Cozman, F. and Denoeux, T. and Destercke, S. and Seidenfeld, T.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '13: Proceedings of the Eighth International Symposium on Imprecise Probability: Theories and Applications},

author = {Antonucci, A. and de Rosa, R. and Giusti, A. and Cuzzolin, F.},

pages = {13--22},

year = {2013},

url = {http://www.sipta.org/isipta13/proceedings/papers/s002.pdf}

}

(2013). Complexity of inferences in polytree-shaped semi-qualitative probabilistic networks. In *Proceedings of the 27th AAAI Conference on Advances in Artificial Intelligence (AAAI)*, pp. 217–223.

@INPROCEEDINGS { decampos2013a,

title = {Complexity of inferences in polytree-shaped semi-qualitative probabilistic networks},

booktitle = {Proceedings of the 27th {AAAI} Conference on Advances in Artificial Intelligence ({AAAI})},

author = {de Campos, C.P. and Cozman, F.G.},

pages = {217--223},

year = {2013}

}

Downloadtitle = {Complexity of inferences in polytree-shaped semi-qualitative probabilistic networks},

booktitle = {Proceedings of the 27th {AAAI} Conference on Advances in Artificial Intelligence ({AAAI})},

author = {de Campos, C.P. and Cozman, F.G.},

pages = {217--223},

year = {2013}

}

(2013). A Bayesian network model for predicting pregnancy after in vitro fertilization. *Computers in Biology and Medicine* **43**(11), pp. 1783–1792.

@ARTICLE { corani2013c,

title = {A {B}ayesian network model for predicting pregnancy after in vitro fertilization},

journal = {Computers in Biology and Medicine},

volume = {43},

author = {Corani, G. and Magli, M. and Giusti, A. and Gianaroli,L. and Gambardella,L.},

number = {11},

pages = {1783--1792},

year = {2013}

}

Downloadtitle = {A {B}ayesian network model for predicting pregnancy after in vitro fertilization},

journal = {Computers in Biology and Medicine},

volume = {43},

author = {Corani, G. and Magli, M. and Giusti, A. and Gianaroli,L. and Gambardella,L.},

number = {11},

pages = {1783--1792},

year = {2013}

}

(2013). Credal model averaging of logistic regression for modeling the distribution of marmot burrows. In Cozman, F., Denoeux, T., Destercke, S., Seidenfeld, T. (Eds),, pp. 233–243.

@INPROCEEDINGS { corani2013a,

title = {Credal model averaging of logistic regression for modeling the distribution of marmot burrows},

journal = {Proceedings of {ISIPTA} '13 (the Eighth International Symposium on Imprecise Probability: Theories and Applications)},

editor = {Cozman, F. and Denoeux, T. and Destercke, S. and Seidenfeld, T. },

author = {Corani, G. and Mignatti, A.},

pages = {233--243},

year = {2013}

}

Downloadtitle = {Credal model averaging of logistic regression for modeling the distribution of marmot burrows},

journal = {Proceedings of {ISIPTA} '13 (the Eighth International Symposium on Imprecise Probability: Theories and Applications)},

editor = {Cozman, F. and Denoeux, T. and Destercke, S. and Seidenfeld, T. },

author = {Corani, G. and Mignatti, A.},

pages = {233--243},

year = {2013}

}

(2013). Objective way to support embryo transfer: a probabilistic decision. *Human Reproduction* **28**(5), pp. 1210–1220.

@ARTICLE { corani2013d,

title = {Objective way to support embryo transfer: a probabilistic decision},

journal = {Human Reproduction},

volume = {28},

author = {Gianaroli,L. and Magli,M.C. and Gambardella,L. and Giusti,A. and Grugnetti,C. and Corani,G.},

number = {5},

pages = {1210--1220},

year = {2013},

doi = {10.1093/humrep/det030}

}

Downloadtitle = {Objective way to support embryo transfer: a probabilistic decision},

journal = {Human Reproduction},

volume = {28},

author = {Gianaroli,L. and Magli,M.C. and Gambardella,L. and Giusti,A. and Grugnetti,C. and Corani,G.},

number = {5},

pages = {1210--1220},

year = {2013},

doi = {10.1093/humrep/det030}

}

(2013). Prognostic impact of monocyte count at presentation in mantle cell lymphoma. *British Journal of Haematology* **162**(4), pp. 465–473.

@ARTICLE { decampos2013c,

title = {Prognostic impact of monocyte count at presentation in mantle cell lymphoma},

journal = {British Journal of Haematology},

publisher = {Blackwell Publishing Ltd},

volume = {162},

author = {von Hohenstaufen, K.A. and Conconi, A. and de Campos, C.P. and Franceschetti, S. and Bertoni, F. and Margiotta Casaluci, G. and Stathis, A. and Ghielmini, M. and Stussi, G. and Cavalli, F. and Gaidano, G. and Zucca, E.},

number = {4},

pages = {465-473},

year = {2013},

doi = {10.1111/bjh.12409},

url = {http://onlinelibrary.wiley.com/doi/10.1111/bjh.12409/pdf}

}

Downloadtitle = {Prognostic impact of monocyte count at presentation in mantle cell lymphoma},

journal = {British Journal of Haematology},

publisher = {Blackwell Publishing Ltd},

volume = {162},

author = {von Hohenstaufen, K.A. and Conconi, A. and de Campos, C.P. and Franceschetti, S. and Bertoni, F. and Margiotta Casaluci, G. and Stathis, A. and Ghielmini, M. and Stussi, G. and Cavalli, F. and Gaidano, G. and Zucca, E.},

number = {4},

pages = {465-473},

year = {2013},

doi = {10.1111/bjh.12409},

url = {http://onlinelibrary.wiley.com/doi/10.1111/bjh.12409/pdf}

}

(2013). New prior near-ignorance models on the simplex. In Cozman, F., Denoeux, T., Destercke, S., Seidenfeld, T. (Eds), *ISIPTA '13: Proceedings of the Eighth International Symposium on Imprecise Probability: Theories and Applications*, SIPTA, Compiegne (FR), pp. 1–9.

@INPROCEEDINGS { mangili2013a,

title = {New prior near-ignorance models on the simplex},

editor = {Cozman, F. and Denoeux, T. and Destercke, S. and Seidenfeld, T.},

publisher = {SIPTA},

address = {Compiegne (FR)},

booktitle = {{ISIPTA };'13: Proceedings of the Eighth International Symposium on Imprecise Probability: Theories and Applications},

author = {Mangili, F. and Benavoli, A.},

pages = {1--9},

year = {2013}

}

Downloadtitle = {New prior near-ignorance models on the simplex},

editor = {Cozman, F. and Denoeux, T. and Destercke, S. and Seidenfeld, T.},

publisher = {SIPTA},

address = {Compiegne (FR)},

booktitle = {{ISIPTA };'13: Proceedings of the Eighth International Symposium on Imprecise Probability: Theories and Applications},

author = {Mangili, F. and Benavoli, A.},

pages = {1--9},

year = {2013}

}

(2013). On the complexity of strong and epistemic credal networks. In *Proceedings of the 29th Conference on Uncertainty in Artificial Intelligence*, AUAI Press, pp. 391–400.

@INPROCEEDINGS { maua2013a,

title = {On the complexity of strong and epistemic credal networks},

publisher = {AUAI Press},

booktitle = {Proceedings of the 29th Conference on Uncertainty in Artificial Intelligence},

author = {Mau\'a, D.D. and de Campos, C.P. and Benavoli, A. and Antonucci, A.},

pages = {391--400},

year = {2013}

}

Downloadtitle = {On the complexity of strong and epistemic credal networks},

publisher = {AUAI Press},

booktitle = {Proceedings of the 29th Conference on Uncertainty in Artificial Intelligence},

author = {Mau\'a, D.D. and de Campos, C.P. and Benavoli, A. and Antonucci, A.},

pages = {391--400},

year = {2013}

}

(2013). On the complexity of solving polytree-shaped limited memory influence diagrams with binary variables. *Artificial Intelligence* **205**, pp. 30–38.

@ARTICLE { maua2013b,

title = {On the complexity of solving polytree-shaped limited memory influence diagrams with binary variables},

journal = {Artificial Intelligence},

volume = {205},

author = {Mau\'a, D.D. and de Campos, C.P. and Zaffalon, M.},

pages = {30--38},

year = {2013},

doi = {10.1016/j.artint.2013.10.002}

}

Downloadtitle = {On the complexity of solving polytree-shaped limited memory influence diagrams with binary variables},

journal = {Artificial Intelligence},

volume = {205},

author = {Mau\'a, D.D. and de Campos, C.P. and Zaffalon, M.},

pages = {30--38},

year = {2013},

doi = {10.1016/j.artint.2013.10.002}

}

(2013). Conglomerable coherent lower previsions. In Kruse, R., Berthold, M. R., Moewes, C., Gil, M. A., Grzegorzewski, P., Hryniewicz, O. (Eds), *Synergies of Soft Computing and Statistics for Intelligent Data Analysis*, Advances in Intelligent and Soft Computing **190**, Springer Berlin Heidelberg, pp. 419–427.

@INCOLLECTION { zaffalon2012a,

title = {Conglomerable coherent lower previsions},

editor = {Kruse, R. and Berthold, M. R. and Moewes, C. and Gil, M. A. and Grzegorzewski, P. and Hryniewicz, O.},

publisher = {Springer Berlin Heidelberg},

series = {Advances in Intelligent and Soft Computing},

volume = {190},

booktitle = {Synergies of Soft Computing and Statistics for Intelligent Data Analysis},

author = {Miranda, E. and Zaffalon, M.},

pages = {419--427},

year = {2013},

doi = {10.1007/978-3-642-33042-1_45}

}

Downloadtitle = {Conglomerable coherent lower previsions},

editor = {Kruse, R. and Berthold, M. R. and Moewes, C. and Gil, M. A. and Grzegorzewski, P. and Hryniewicz, O.},

publisher = {Springer Berlin Heidelberg},

series = {Advances in Intelligent and Soft Computing},

volume = {190},

booktitle = {Synergies of Soft Computing and Statistics for Intelligent Data Analysis},

author = {Miranda, E. and Zaffalon, M.},

pages = {419--427},

year = {2013},

doi = {10.1007/978-3-642-33042-1_45}

}

(2013). Conglomerable coherence. *International Journal of Approximate Reasoning* **54**(9), pp. 1322–1350.

@ARTICLE { zaffalon2013b,

title = {Conglomerable coherence},

journal = {International Journal of Approximate Reasoning},

volume = {54},

author = {Miranda, E. and Zaffalon, M.},

number = {9},

pages = {1322--1350},

year = {2013},

doi = {10.1016/j.ijar.2013.04.016}

}

Downloadtitle = {Conglomerable coherence},

journal = {International Journal of Approximate Reasoning},

volume = {54},

author = {Miranda, E. and Zaffalon, M.},

number = {9},

pages = {1322--1350},

year = {2013},

doi = {10.1016/j.ijar.2013.04.016}

}

(2013). Computing the conglomerable natural extension. In Cozman, F., Denoeux, T., Destercke, S., Seidenfeld, T. (Eds), *ISIPTA '13: Proceedings of the Eighth International Symposium on Imprecise Probability: Theories and Applications*, SIPTA, pp. 255–264.

@INPROCEEDINGS { zaffalon2013c,

title = {Computing the conglomerable natural extension},

editor = {Cozman, F. and Denoeux, T. and Destercke, S. and Seidenfeld, T.},

publisher = {SIPTA},

booktitle = {{ISIPTA };'13: Proceedings of the Eighth International Symposium on Imprecise Probability: Theories and Applications},

author = {Miranda, E. and Zaffalon, M.},

pages = {255--264},

year = {2013},

url = {http://www.sipta.org/isipta13/proceedings/papers/s025.pdf}

}

Downloadtitle = {Computing the conglomerable natural extension},

editor = {Cozman, F. and Denoeux, T. and Destercke, S. and Seidenfeld, T.},

publisher = {SIPTA},

booktitle = {{ISIPTA };'13: Proceedings of the Eighth International Symposium on Imprecise Probability: Theories and Applications},

author = {Miranda, E. and Zaffalon, M.},

pages = {255--264},

year = {2013},

url = {http://www.sipta.org/isipta13/proceedings/papers/s025.pdf}

}

(2013). Probability and time. *Artificial Intelligence* **198**, pp. 1–51.

@ARTICLE { zaffalon2013a,

title = {Probability and time},

journal = {Artificial Intelligence},

volume = {198},

author = {Zaffalon, M. and Miranda, E.},

pages = {1--51},

year = {2013},

doi = {10.1016/j.artint.2013.02.005}

}

Downloadtitle = {Probability and time},

journal = {Artificial Intelligence},

volume = {198},

author = {Zaffalon, M. and Miranda, E.},

pages = {1--51},

year = {2013},

doi = {10.1016/j.artint.2013.02.005}

}

top## 2012

## An interval-valued dissimilarity measure for belief functions based on credal semantics

## Likelihood-based robust classification with Bayesian networks

## Active learning by the naive credal classifier

## Compression-based AODE classifiers

## Bayesian networks with imprecise probabilities: theory and application to classification

## A Bayesian network model for predicting the outcome of in vitro fertilization

## A prognostic model for multiple-embryo transfers

## Solving limited memory influence diagrams

## Updating credal networks is approximable in polynomial time

## Anytime marginal map inference

## The complexity of approximately solving influence diagrams

## Credal model averaging: dealing robustly with model uncertainty on small data sets

## Conglomerable natural extension

## Evaluating credal classifiers by utility-discounted predictive accuracy

(2012). An interval-valued dissimilarity measure for belief functions based on credal semantics. In Denoeux, T., Masson, M.-H. (Eds), *Belief Functions: Theory and Applications*, Advances in Intelligent and Soft Computing **164**, Springer Berlin / Heidelberg, pp. 37–44.

@INPROCEEDINGS { antonucci2012a,

title = {An interval-valued dissimilarity measure for belief functions based on credal semantics},

editor = {Denoeux, T. and Masson, M.-H.},

publisher = {Springer Berlin / Heidelberg},

series = {Advances in Intelligent and Soft Computing},

volume = {164},

booktitle = {Belief Functions: Theory and Applications},

author = {Antonucci, A.},

pages = {37-44},

year = {2012},

doi = {10.1007/978-3-642-29461-7_4}

}

Downloadtitle = {An interval-valued dissimilarity measure for belief functions based on credal semantics},

editor = {Denoeux, T. and Masson, M.-H.},

publisher = {Springer Berlin / Heidelberg},

series = {Advances in Intelligent and Soft Computing},

volume = {164},

booktitle = {Belief Functions: Theory and Applications},

author = {Antonucci, A.},

pages = {37-44},

year = {2012},

doi = {10.1007/978-3-642-29461-7_4}

}

(2012). Likelihood-based robust classification with Bayesian networks. In *Communications in Computer and Information Science*, Advances in Computational Intelligence **299**(5), Springer Berlin / Heidelberg, pp. 491–500.

@INPROCEEDINGS { antonucci2012b,

title = {Likelihood-based robust classification with {B}ayesian networks},

publisher = {Springer Berlin / Heidelberg},

series = {Advances in Computational Intelligence},

volume = {299},

booktitle = {Communications in Computer and Information Science},

author = {Antonucci, A. and Cattaneo, M.E.V.G. and Corani, G.},

number = {5},

pages = {491-500},

year = {2012},

doi = {10.1007/978-3-642-31718-7_51}

}

Downloadtitle = {Likelihood-based robust classification with {B}ayesian networks},

publisher = {Springer Berlin / Heidelberg},

series = {Advances in Computational Intelligence},

volume = {299},

booktitle = {Communications in Computer and Information Science},

author = {Antonucci, A. and Cattaneo, M.E.V.G. and Corani, G.},

number = {5},

pages = {491-500},

year = {2012},

doi = {10.1007/978-3-642-31718-7_51}

}

(2012). Active learning by the naive credal classifier. In Cano, A., Gomez-Olmedo, M., Nielsen, T. (Eds), *Proc. of the 6th European Workshop on Probabilistic Graphical Models (PGM 2012)*, pp. 3–10.

@INPROCEEDINGS { antonucci2012c,

title = {Active learning by the naive credal classifier},

editor = {Cano, A. and Gomez-Olmedo, M. and Nielsen, T.},

booktitle = {Proc. {o}f the 6th European Workshop on Probabilistic Graphical Models ({PGM} 2012)},

author = {Antonucci, A. and Corani, G. and Gabaglio, S.},

pages = {3-10},

year = {2012}

}

Downloadtitle = {Active learning by the naive credal classifier},

editor = {Cano, A. and Gomez-Olmedo, M. and Nielsen, T.},

booktitle = {Proc. {o}f the 6th European Workshop on Probabilistic Graphical Models ({PGM} 2012)},

author = {Antonucci, A. and Corani, G. and Gabaglio, S.},

pages = {3-10},

year = {2012}

}

(2012). Compression-based AODE classifiers. In De Raedt, L. et al. (Ed), *Proc. 20th European Conference on Artificial Intelligence (ECAI 2012)*, pp. 264–269.

@INPROCEEDINGS { corani2012d,

title = {Compression-based {AODE} classifiers},

editor = {De Raedt, L. et al. },

booktitle = {Proc. 20th European Conference on Artificial Intelligence ({ECAI} 2012)},

author = {Corani, G. and Antonucci, A. and De Rosa, R.},

pages = {264--269},

year = {2012}

}

Downloadtitle = {Compression-based {AODE} classifiers},

editor = {De Raedt, L. et al. },

booktitle = {Proc. 20th European Conference on Artificial Intelligence ({ECAI} 2012)},

author = {Corani, G. and Antonucci, A. and De Rosa, R.},

pages = {264--269},

year = {2012}

}

(2012). Bayesian networks with imprecise probabilities: theory and application to classification. In Holmes, D.E., Jain, L.C. (Eds), *Data Mining: Foundations and Intelligent Paradigms*, Intelligent Systems Reference Library **23**, Springer, Berlin / Heidelberg, pp. 49–93.

@INCOLLECTION { corani2012c,

title = {Bayesian networks with imprecise probabilities: theory and application to classification},

editor = {Holmes, D.E. and Jain, L.C.},

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series = {Intelligent Systems Reference Library},

volume = {23},

booktitle = {Data Mining: Foundations and Intelligent Paradigms},

author = {Corani, G. and Antonucci, A. and Zaffalon, M.},

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}

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editor = {Holmes, D.E. and Jain, L.C.},

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volume = {23},

booktitle = {Data Mining: Foundations and Intelligent Paradigms},

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pages = {49--93},

year = {2012},

doi = {10.1007/978-3-642-23166-7_4}

}

(2012). A Bayesian network model for predicting the outcome of in vitro fertilization. In Cano, A., Gomez-Olmedo, M., Nielsen, T. (Eds), *Proc. of the 6th European Workshop on Probabilistic Graphical Models (PGM 2012)*, pp. 75–82.

@INPROCEEDINGS { corani2012e,

title = {A {B}ayesian network model for predicting the outcome of in vitro fertilization},

editor = {Cano, A. and Gomez-Olmedo, M. and Nielsen, T.},

booktitle = {Proc. {o}f the 6th European Workshop on Probabilistic Graphical Models ({PGM} 2012)},

author = {Corani, G. and Magli, C. and Giusti, A. and Gianaroli, L. and Gambardella, L.},

pages = {75-82},

year = {2012}

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Downloadtitle = {A {B}ayesian network model for predicting the outcome of in vitro fertilization},

editor = {Cano, A. and Gomez-Olmedo, M. and Nielsen, T.},

booktitle = {Proc. {o}f the 6th European Workshop on Probabilistic Graphical Models ({PGM} 2012)},

author = {Corani, G. and Magli, C. and Giusti, A. and Gianaroli, L. and Gambardella, L.},

pages = {75-82},

year = {2012}

}

(2012). A prognostic model for multiple-embryo transfers. *Human Reproduction (Supplement: Abstract book, Proc. Annual Meeting ESHRE 2012)* **27**(2).

@ARTICLE { corani2012b,

title = {A prognostic model for multiple-embryo transfers},

journal = {Human Reproduction (Supplement: Abstract {b}ook, Proc. Annual Meeting {ESHRE} 2012)},

volume = {27},

author = {Magli, C. and Corani, G. and Giusti, A. and Castelletti, E. and Gambardella, L. and Gianaroli, L.},

number = {2},

year = {2012},

doi = {10.1093/humrep/27.s2.77}

}

Downloadtitle = {A prognostic model for multiple-embryo transfers},

journal = {Human Reproduction (Supplement: Abstract {b}ook, Proc. Annual Meeting {ESHRE} 2012)},

volume = {27},

author = {Magli, C. and Corani, G. and Giusti, A. and Castelletti, E. and Gambardella, L. and Gianaroli, L.},

number = {2},

year = {2012},

doi = {10.1093/humrep/27.s2.77}

}

(2012). Solving limited memory influence diagrams. *Journal of Artificial Intelligence Research* **44**, pp. 97–140.

@ARTICLE { maua2012a,

title = {Solving limited memory influence diagrams},

journal = {Journal of Artificial Intelligence Research},

volume = {44},

author = {Mau\'a, D.D. and de Campos, C.P. and Zaffalon, M.},

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url = {http://www.jair.org/media/3625/live-3625-6282-jair.pdf}

}

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journal = {Journal of Artificial Intelligence Research},

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year = {2012},

url = {http://www.jair.org/media/3625/live-3625-6282-jair.pdf}

}

(2012). Updating credal networks is approximable in polynomial time. *International Journal of Approximate Reasoning* **53**(8), pp. 1183–1199.

@ARTICLE { maua2012d,

title = {Updating credal networks is approximable in polynomial time},

journal = {International Journal of Approximate Reasoning},

volume = {53},

author = {Mau\'a, D.D. and de Campos, C.P. and Zaffalon, M.},

number = {8},

pages = {1183--1199},

year = {2012},

doi = {10.1016/j.ijar.2012.06.014},

url = {http://www.sciencedirect.com/science/article/pii/S0888613X12000904?v=s5}

}

Downloadtitle = {Updating credal networks is approximable in polynomial time},

journal = {International Journal of Approximate Reasoning},

volume = {53},

author = {Mau\'a, D.D. and de Campos, C.P. and Zaffalon, M.},

number = {8},

pages = {1183--1199},

year = {2012},

doi = {10.1016/j.ijar.2012.06.014},

url = {http://www.sciencedirect.com/science/article/pii/S0888613X12000904?v=s5}

}

(2012). Anytime marginal map inference. In *Proceedings of the 28th International Conference on Machine Learning (ICML 2012)*, pp. 1471–1478.

@INPROCEEDINGS { maua2012b,

title = {Anytime marginal map inference},

booktitle = {Proceedings of the 28th International Conference on Machine Learning ({ICML} 2012)},

author = {Mau\'a, D.D. and de Campos, C.P.},

pages = {1471--1478 },

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url = {http://icml.cc/2012/papers/728.pdf}

}

Downloadtitle = {Anytime marginal map inference},

booktitle = {Proceedings of the 28th International Conference on Machine Learning ({ICML} 2012)},

author = {Mau\'a, D.D. and de Campos, C.P.},

pages = {1471--1478 },

year = {2012},

url = {http://icml.cc/2012/papers/728.pdf}

}

(2012). The complexity of approximately solving influence diagrams. In *Proceedings of the 28th Conference on Uncertainty in Artificial Intelligence (UAI 2012)*, pp. 604–613.

@INPROCEEDINGS { maua2012c,

title = {The complexity of approximately solving influence diagrams},

booktitle = {Proceedings of the 28th Conference on Uncertainty in Artificial Intelligence ({UAI} 2012)},

author = {Mau\'a, D.D. and de Campos, C.P. and Zaffalon, M.},

pages = {604--613},

year = {2012},

url = {http://www.auai.org/uai2012/papers/166.pdf}

}

Downloadtitle = {The complexity of approximately solving influence diagrams},

booktitle = {Proceedings of the 28th Conference on Uncertainty in Artificial Intelligence ({UAI} 2012)},

author = {Mau\'a, D.D. and de Campos, C.P. and Zaffalon, M.},

pages = {604--613},

year = {2012},

url = {http://www.auai.org/uai2012/papers/166.pdf}

}

(2012). Credal model averaging: dealing robustly with model uncertainty on small data sets. In *Proc. 6th International Congress on Environmental Modelling and Software (iEMSs 2012)*.

@INCOLLECTION { corani2012a,

title = {Credal model averaging: dealing robustly with model uncertainty on small data sets},

booktitle = {Proc. 6th International Congress on Environmental Modelling and Software ({iEMSs} 2012)},

author = {Mignatti, A. and Corani, G. and Rizzoli, A.E.},

year = {2012}

}

Downloadtitle = {Credal model averaging: dealing robustly with model uncertainty on small data sets},

booktitle = {Proc. 6th International Congress on Environmental Modelling and Software ({iEMSs} 2012)},

author = {Mignatti, A. and Corani, G. and Rizzoli, A.E.},

year = {2012}

}

(2012). Conglomerable natural extension. *International Journal of Approximate Reasoning* **53**(8), pp. 1200–1227.

@ARTICLE { zaffalon2012b,

title = {Conglomerable natural extension},

journal = {International Journal of Approximate Reasoning},

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}

Downloadtitle = {Conglomerable natural extension},

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number = {8},

pages = {1200--1227},

year = {2012},

doi = {10.1016/j.ijar.2012.06.015}

}

(2012). Evaluating credal classifiers by utility-discounted predictive accuracy. *International Journal of Approximate Reasoning* **53**(8), pp. 1282–1301.

@ARTICLE { zaffalon2012c,

title = {Evaluating credal classifiers by utility-discounted predictive accuracy},

journal = {International Journal of Approximate Reasoning},

volume = {53},

author = {Zaffalon, M. and Corani, G. and Mau\'a, D.D.},

number = {8},

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year = {2012},

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}

Downloadtitle = {Evaluating credal classifiers by utility-discounted predictive accuracy},

journal = {International Journal of Approximate Reasoning},

volume = {53},

author = {Zaffalon, M. and Corani, G. and Mau\'a, D.D.},

number = {8},

pages = {1282--1301},

year = {2012},

doi = {10.1016/j.ijar.2012.06.022}

}

top## 2011

## The imprecise noisy-or gate

## Decision making by credal nets

## Likelihood-based naive credal classifier

## Action recognition by imprecise hidden markov models

## New complexity results for MAP in Bayesian networks

## Inference with multinomial data: why to weaken the prior strength

## Efficient structure learning of Bayesian networks using constraints

## Bayesian networks and the imprecise Dirichlet model applied to recognition problems

## Independent natural extension

## Solving decision problems with limited information

## A fully polynomial time approximation scheme for updating credal networks of bounded treewidth and number of variable states

## Conglomerable natural extension

## Genome-wide DNA profiling of marginal zone lymphomas identifies subtype-specific lesions with an impact on the clinical outcome

## Utility-based accuracy measures to empirically evaluate credal classifiers

(2011). The imprecise noisy-or gate. In *FUSION 2011: Proceedings of the 14th International Conference on Information Fusion*, IEEE, pp. 709–715.

@INPROCEEDINGS { antonucci2011c,

title = {The imprecise noisy-or gate},

publisher = {IEEE},

booktitle = {{FUSION} 2011: Proceedings of the 14th International Conference on Information Fusion},

author = {Antonucci, A.},

pages = {709--715},

year = {2011}

}

Downloadtitle = {The imprecise noisy-or gate},

publisher = {IEEE},

booktitle = {{FUSION} 2011: Proceedings of the 14th International Conference on Information Fusion},

author = {Antonucci, A.},

pages = {709--715},

year = {2011}

}

(2011). Decision making by credal nets. In *Proceedings of the International Conference on Intelligent Human-machine Systems and Cybernetics (IHMSC 2011)* **1**, IEEE, Hangzhou (China), pp. 201–204.

@INPROCEEDINGS { antonucci2011d,

title = {Decision making by credal nets},

publisher = {IEEE},

address = {Hangzhou (China)},

volume = {1},

booktitle = {Proceedings of the International Conference on Intelligent Human-{m}achine Systems and Cybernetics ({IHMSC} 2011)},

author = {Antonucci, A. and de Campos, C.P.},

pages = {201--204},

year = {2011}

}

Downloadtitle = {Decision making by credal nets},

publisher = {IEEE},

address = {Hangzhou (China)},

volume = {1},

booktitle = {Proceedings of the International Conference on Intelligent Human-{m}achine Systems and Cybernetics ({IHMSC} 2011)},

author = {Antonucci, A. and de Campos, C.P.},

pages = {201--204},

year = {2011}

}

(2011). Likelihood-based naive credal classifier. In *ISIPTA '11: Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications*, SIPTA, pp. 21–30.

@INPROCEEDINGS { antonucci2011a,

title = {Likelihood-based naive credal classifier},

publisher = {SIPTA},

booktitle = {{ISIPTA} '11: Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications},

author = {Antonucci, A. and Cattaneo, M. and Corani, G.},

pages = {21--30},

year = {2011},

url = {http://www.sipta.org/isipta11/proceedings/papers/s032.pdf}

}

Downloadtitle = {Likelihood-based naive credal classifier},

publisher = {SIPTA},

booktitle = {{ISIPTA} '11: Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications},

author = {Antonucci, A. and Cattaneo, M. and Corani, G.},

pages = {21--30},

year = {2011},

url = {http://www.sipta.org/isipta11/proceedings/papers/s032.pdf}

}

(2011). Action recognition by imprecise hidden markov models. In *Proceedings of the 2011 International Conference on Image Processing, Computer Vision and Pattern Recognition, IPCV 2011*, CSREA Press, pp. 474–478.

@INPROCEEDINGS { antonucci2011b,

title = {Action recognition by imprecise hidden markov models},

publisher = {CSREA Press},

booktitle = {Proceedings of the 2011 International Conference on Image Processing, Computer Vision and Pattern Recognition, {IPCV} 2011},

author = {Antonucci, A. and de Rosa, R. and Giusti, A.},

pages = {474--478},

year = {2011},

url = {http://www.lidi.info.unlp.edu.ar/WorldComp2011-Mirror/IPC5150.pdf}

}

Downloadtitle = {Action recognition by imprecise hidden markov models},

publisher = {CSREA Press},

booktitle = {Proceedings of the 2011 International Conference on Image Processing, Computer Vision and Pattern Recognition, {IPCV} 2011},

author = {Antonucci, A. and de Rosa, R. and Giusti, A.},

pages = {474--478},

year = {2011},

url = {http://www.lidi.info.unlp.edu.ar/WorldComp2011-Mirror/IPC5150.pdf}

}

(2011). New complexity results for MAP in Bayesian networks. In *International Joint Conference on Artificial Intelligence (IJCAI)*, AAAI Press, pp. 2100–2106.

@INPROCEEDINGS { decampos2011c,

title = {New complexity results for {MAP} in {B}ayesian networks},

publisher = {AAAI Press},

booktitle = {International Joint Conference on Artificial Intelligence ({IJCAI})},

author = {de Campos, C.P.},

pages = {2100--2106},

year = {2011},

url = {http://ijcai.org/papers11/Papers/IJCAI11-351.pdf}

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Downloadtitle = {New complexity results for {MAP} in {B}ayesian networks},

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year = {2011},

url = {http://ijcai.org/papers11/Papers/IJCAI11-351.pdf}

}

(2011). Inference with multinomial data: why to weaken the prior strength. In *International Joint Conference on Artificial Intelligence (IJCAI)*, AAAI Press, pp. 2107–2112.

@INPROCEEDINGS { decampos2011e,

title = {Inference with multinomial data: why to weaken the prior strength},

publisher = {AAAI Press},

booktitle = {International Joint Conference on Artificial Intelligence ({IJCAI})},

author = {de Campos, C.P. and Benavoli, A.},

pages = {2107--2112},

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url = {http://ijcai.org/papers11/Papers/IJCAI11-352.pdf}

}

Downloadtitle = {Inference with multinomial data: why to weaken the prior strength},

publisher = {AAAI Press},

booktitle = {International Joint Conference on Artificial Intelligence ({IJCAI})},

author = {de Campos, C.P. and Benavoli, A.},

pages = {2107--2112},

year = {2011},

url = {http://ijcai.org/papers11/Papers/IJCAI11-352.pdf}

}

(2011). Efficient structure learning of Bayesian networks using constraints. *Journal of Machine Learning Research* **12**, pp. 663–689.

@ARTICLE { decampos2011a,

title = {Efficient structure learning of {B}ayesian networks using constraints},

journal = {Journal of Machine Learning Research},

volume = {12},

author = {de Campos, C.P. and Ji, Q.},

pages = {663--689},

year = {2011},

url = {http://jmlr.csail.mit.edu/papers/volume12/decampos11a/decampos11a.pdf}

}

Downloadtitle = {Efficient structure learning of {B}ayesian networks using constraints},

journal = {Journal of Machine Learning Research},

volume = {12},

author = {de Campos, C.P. and Ji, Q.},

pages = {663--689},

year = {2011},

url = {http://jmlr.csail.mit.edu/papers/volume12/decampos11a/decampos11a.pdf}

}

(2011). Bayesian networks and the imprecise Dirichlet model applied to recognition problems. In Liu, W. (Ed), *Symbolic and Quantitative Approaches to Reasoning With Uncertainty*, Lecture Notes in Computer Science **6717**, Springer, Berlin / Heidelberg, pp. 158–169.

@INPROCEEDINGS { decampos2011f,

title = {Bayesian networks and the imprecise {D}irichlet model applied to recognition problems},

editor = {Liu, W.},

publisher = {Springer, Berlin / Heidelberg},

series = {Lecture Notes in Computer Science},

volume = {6717},

booktitle = {Symbolic and Quantitative Approaches to Reasoning With Uncertainty},

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}

Downloadtitle = {Bayesian networks and the imprecise {D}irichlet model applied to recognition problems},

editor = {Liu, W.},

publisher = {Springer, Berlin / Heidelberg},

series = {Lecture Notes in Computer Science},

volume = {6717},

booktitle = {Symbolic and Quantitative Approaches to Reasoning With Uncertainty},

author = {de Campos, C. and Ji, Q.},

pages = {158--169},

year = {2011},

doi = {10.1007/978-3-642-22152-1_14}

}

(2011). Independent natural extension. *Artificial Intelligence* **175**, pp. 1911–1950.

@ARTICLE { zaffalon2011a,

title = {Independent natural extension},

journal = {Artificial Intelligence},

volume = {175},

author = {de Cooman, G. and Miranda, E. and Zaffalon, M.},

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year = {2011},

doi = {10.1016/j.artint.2011.06.001}

}

Downloadtitle = {Independent natural extension},

journal = {Artificial Intelligence},

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pages = {1911--1950},

year = {2011},

doi = {10.1016/j.artint.2011.06.001}

}

(2011). Solving decision problems with limited information. In Shawe-Taylor, J., Zemel, R.S., Bartlett, P., Pereira, F.C.N., Weinberger, K.Q. (Eds), *Advances in Neural Information Processing Systems 24 (NIPS 2011)*, pp. 603–611.

@INCOLLECTION { maua2011a,

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(2011). A fully polynomial time approximation scheme for updating credal networks of bounded treewidth and number of variable states. In Coolen, F., de Cooman, G., Fetz, T., Oberguggenberger, M. (Eds), *ISIPTA '11: Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications*, SIPTA, Innsbruck, Austria, pp. 277–286.

@INPROCEEDINGS { maua2011b,

title = {A fully polynomial time approximation scheme for updating credal networks of bounded treewidth and number of variable states},

editor = {Coolen, F. and de Cooman, G. and Fetz, T. and Oberguggenberger, M.},

publisher = {SIPTA},

address = {Innsbruck, Austria},

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editor = {Coolen, F. and de Cooman, G. and Fetz, T. and Oberguggenberger, M.},

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address = {Innsbruck, Austria},

booktitle = {{ISIPTA} '11: Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications},

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pages = {277--286},

year = {2011},

url = {http://leo.ugr.es/sipta/isipta11/proceedings/papers/s035.pdf}

}

(2011). Conglomerable natural extension. In Coolen, F., de Cooman, G., Fetz, T., Oberguggenberger, M. (Eds), *ISIPTA '11: Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications*, SIPTA, pp. 287–296.

@INPROCEEDINGS { zaffalon2011c,

title = {Conglomerable natural extension},

editor = {Coolen, F. and de Cooman, G. and Fetz, T. and Oberguggenberger, M.},

publisher = {SIPTA},

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Downloadtitle = {Conglomerable natural extension},

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author = {Miranda, E. and Zaffalon, M. and de Cooman, G.},

pages = {287--296},

year = {2011},

url = {http://www.sipta.org/isipta11/proceedings/papers/s030.pdf}

}

(2011). Genome-wide DNA profiling of marginal zone lymphomas identifies subtype-specific lesions with an impact on the clinical outcome. *Blood* **117**(5), pp. 1595–1604.

@ARTICLE { decampos2011b,

title = {Genome-wide {DNA} profiling of marginal zone lymphomas identifies subtype-specific lesions with an impact on the clinical outcome},

journal = {Blood},

publisher = {The American Society of Hematology},

volume = {117},

author = {Rinaldi, A. and Mian, M. and Chigrinova, E. and Arcaini, L. and Bhagat, G. and Novak, U. and Rancoita, P.M.V. and Campos, C.P.D. and Forconi, F. and Gascoyne, R.D. and Facchetti, F. and Ponzoni, M. and Govi, S. and Ferreri, A.J.M. and Mollejo, M. and Piris, M.A. and Baldini, L. and Soulier, J. and Thieblemont, C. and Canzonieri, V. and Gattei, V. and Marasca, R. and Franceschetti, S. and Gaidano, G. and Tucci, A. and Uccella, S. and Tibiletti, M.G. and Dirnhofer, S. and Tripodo, C. and Doglioni, C. and Favera, R.D. and Cavalli, F. and Zucca, E. and Kwee, I. and Bertoni, F.},

number = {5},

pages = {1595--1604},

year = {2011},

doi = {10.1182/blood-2010-01-264275},

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Downloadtitle = {Genome-wide {DNA} profiling of marginal zone lymphomas identifies subtype-specific lesions with an impact on the clinical outcome},

journal = {Blood},

publisher = {The American Society of Hematology},

volume = {117},

author = {Rinaldi, A. and Mian, M. and Chigrinova, E. and Arcaini, L. and Bhagat, G. and Novak, U. and Rancoita, P.M.V. and Campos, C.P.D. and Forconi, F. and Gascoyne, R.D. and Facchetti, F. and Ponzoni, M. and Govi, S. and Ferreri, A.J.M. and Mollejo, M. and Piris, M.A. and Baldini, L. and Soulier, J. and Thieblemont, C. and Canzonieri, V. and Gattei, V. and Marasca, R. and Franceschetti, S. and Gaidano, G. and Tucci, A. and Uccella, S. and Tibiletti, M.G. and Dirnhofer, S. and Tripodo, C. and Doglioni, C. and Favera, R.D. and Cavalli, F. and Zucca, E. and Kwee, I. and Bertoni, F.},

number = {5},

pages = {1595--1604},

year = {2011},

doi = {10.1182/blood-2010-01-264275},

url = {http://bloodjournal.hematologylibrary.org/content/117/5/1595.full.pdf+html}

}

(2011). Utility-based accuracy measures to empirically evaluate credal classifiers. In Coolen, F., de Cooman, G., Fetz, T., Oberguggenberger, M. (Eds), *ISIPTA '11: Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications*, SIPTA, pp. 401–410.

@INPROCEEDINGS { zaffalon2011b,

title = {Utility-based accuracy measures to empirically evaluate credal classifiers},

editor = {Coolen, F. and de Cooman, G. and Fetz, T. and Oberguggenberger, M.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '11: Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications},

author = {Zaffalon, M. and Corani, G. and Mau\'a, D.D.},

pages = {401--410},

year = {2011},

url = {http://www.sipta.org/isipta11/proceedings/papers/s016.pdf}

}

Downloadtitle = {Utility-based accuracy measures to empirically evaluate credal classifiers},

editor = {Coolen, F. and de Cooman, G. and Fetz, T. and Oberguggenberger, M.},

publisher = {SIPTA},

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author = {Zaffalon, M. and Corani, G. and Mau\'a, D.D.},

pages = {401--410},

year = {2011},

url = {http://www.sipta.org/isipta11/proceedings/papers/s016.pdf}

}

top## 2010

## Credal sets approximation by lower probabilities: application to credal networks

## Generalized loopy 2U: a new algorithm for approximate inference in credal networks

## Properties of Bayesian Dirichlet scores to learn Bayesian network structures

## An improved structural EM to learn dynamic Bayesian nets

## Epistemic irrelevance in credal nets: the case of imprecise markov trees

## Factorisation properties of the strong product

## Independent natural extension

## Restricting the IDM for classification

## A tree augmented classifier based on extreme imprecise Dirichlet model

## Robust texture recognition using credal classifiers

## Notes on desirability and conditional lower previsions

## Conditional models: coherence and inference through sequences of joint mass functions

## Inference and risk measurement with the pari-mutuel model

## Building knowledge-based expert systems by credal networks: a tutorial

## Genomic lesions associated with a different clinical outcome in diffuse large B-Cell lymphoma treated with R-CHOP-21

(2010). Credal sets approximation by lower probabilities: application to credal networks. In Hüllermeier, E., Kruse, R., Hoffmann, F. (Eds), *Computational Intelligence for Knowledge-based Systems Design, 13th International Conference on Information Processing and Management of Uncertainty, IPMU 2010, Dortmund, Germany, June 28 - July 2, 2010. Proceedings*, Lecture Notes in Computer Science **6178**, Springer, pp. 716–725.

@INPROCEEDINGS { antonucci2010a,

title = {Credal sets approximation by lower probabilities: application to credal networks},

editor = {H\"ullermeier, E. and Kruse, R. and Hoffmann, F.},

publisher = {Springer},

series = {Lecture Notes in Computer Science},

volume = {6178},

booktitle = {Computational Intelligence for Knowledge-{b}ased Systems Design, 13th International Conference on Information Processing and Management of Uncertainty, {IPMU} 2010, Dortmund, Germany, June 28 - July 2, 2010. Proceedings},

author = {Antonucci, A. and Cuzzolin, F.},

pages = {716--725},

year = {2010},

doi = {10.1007/978-3-642-14049-5_73}

}

Downloadtitle = {Credal sets approximation by lower probabilities: application to credal networks},

editor = {H\"ullermeier, E. and Kruse, R. and Hoffmann, F.},

publisher = {Springer},

series = {Lecture Notes in Computer Science},

volume = {6178},

booktitle = {Computational Intelligence for Knowledge-{b}ased Systems Design, 13th International Conference on Information Processing and Management of Uncertainty, {IPMU} 2010, Dortmund, Germany, June 28 - July 2, 2010. Proceedings},

author = {Antonucci, A. and Cuzzolin, F.},

pages = {716--725},

year = {2010},

doi = {10.1007/978-3-642-14049-5_73}

}

(2010). Generalized loopy 2U: a new algorithm for approximate inference in credal networks. *International Journal of Approximate Reasoning* **55**(5), pp. 474–484.

@ARTICLE { antonucci2010c,

title = {Generalized loopy {2U}: a new algorithm for approximate inference in credal networks},

journal = {International Journal of Approximate Reasoning},

volume = {55},

author = {Antonucci, A. and Yi, S. and de Campos, C.P. and Zaffalon, M.},

number = {5},

pages = {474--484},

year = {2010},

doi = {10.1016/j.ijar.2010.01.007}

}

Downloadtitle = {Generalized loopy {2U}: a new algorithm for approximate inference in credal networks},

journal = {International Journal of Approximate Reasoning},

volume = {55},

author = {Antonucci, A. and Yi, S. and de Campos, C.P. and Zaffalon, M.},

number = {5},

pages = {474--484},

year = {2010},

doi = {10.1016/j.ijar.2010.01.007}

}

(2010). Properties of Bayesian Dirichlet scores to learn Bayesian network structures. In *AAAI Conference on Artificial Intelligence*, AAAI Press, pp. 431–436.

@INPROCEEDINGS { decampos2010c,

title = {Properties of {B}ayesian {D}irichlet scores to learn {B}ayesian network structures},

publisher = {AAAI Press},

booktitle = {{AAAI} Conference on Artificial Intelligence},

author = {de Campos, C.P. and Ji, Q.},

pages = {431--436},

year = {2010},

url = {http://www.aaai.org/ocs/index.php/AAAI/AAAI10/paper/view/1704/2013}

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Downloadtitle = {Properties of {B}ayesian {D}irichlet scores to learn {B}ayesian network structures},

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booktitle = {{AAAI} Conference on Artificial Intelligence},

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pages = {431--436},

year = {2010},

url = {http://www.aaai.org/ocs/index.php/AAAI/AAAI10/paper/view/1704/2013}

}

(2010). An improved structural EM to learn dynamic Bayesian nets. In *20th International Conference on Pattern Recognition (ICPR)*, pp. 601–604.

@INPROCEEDINGS { decampos2010d,

title = {An improved structural {EM} to learn dynamic {B}ayesian nets},

booktitle = {20th International Conference on Pattern Recognition ({ICPR})},

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pages = {601--604},

year = {2010},

doi = {10.1109/ICPR.2010.152}

}

Downloadtitle = {An improved structural {EM} to learn dynamic {B}ayesian nets},

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pages = {601--604},

year = {2010},

doi = {10.1109/ICPR.2010.152}

}

(2010). Epistemic irrelevance in credal nets: the case of imprecise markov trees. *International Journal of Approximate Reasoning* **51**(9), pp. 1029–1052.

@ARTICLE { antonucci2010b,

title = {Epistemic irrelevance in credal nets: the case of imprecise markov trees},

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pages = {1029--1052},

year = {2010},

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}

(2010). Factorisation properties of the strong product. In Borgelt, C., González Rodrìguez, G., Trutschnig, W., Asunción Lubiano, M., Gil, M.A., Grzegorzewski, P., Hryniewicz, O. (Eds), *Combining Soft Computing and Statistical Methods in Data Analysis*, Advances in Intelligent and Soft Computing **77**, Springer.

@INPROCEEDINGS { zaffalon2010c,

title = {Factorisation properties of the strong product},

editor = {Borgelt, C. and Gonz\'alez Rodr\`iguez, G. and Trutschnig, W. and Asunci\'on Lubiano, M. and Gil, M.A. and Grzegorzewski, P. and Hryniewicz, O.},

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doi = {10.1007/978-3-642-14746-3_18}

}

(2010). Independent natural extension. In Hüllermeier, E., Kruse, R., Hoffmann, F. (Eds), *Computational Intelligence for Knowledge-based Systems Design*, Lecture Notes in Computer Science **6178**, Springer, pp. 737–746.

@INPROCEEDINGS { zaffalon2010b,

title = {Independent natural extension},

editor = {H\"ullermeier, E. and Kruse, R. and Hoffmann, F.},

publisher = {Springer},

series = {Lecture Notes in Computer Science},

volume = {6178},

booktitle = {Computational Intelligence for Knowledge-{b}ased Systems Design},

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booktitle = {Computational Intelligence for Knowledge-{b}ased Systems Design},

author = {de Cooman, G. and Miranda, E. and Zaffalon, M.},

pages = {737--746},

year = {2010},

doi = {10.1007/978-3-642-14049-5_75}

}

(2010). Restricting the IDM for classification. In Hullermeier, E., Kruse, R., Hoffmann, F. (Eds), *Information Processing and Management of Uncertainty in Knowledge-based Systems. Theory and Methods*, Communications in Computer and Information Science **80**, Springer, Berlin / Heidelberg, pp. 328–337.

@INCOLLECTION { corani2010a,

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(2010). A tree augmented classifier based on extreme imprecise Dirichlet model. *International Journal of Approximate Reasoning* **51**(9), pp. 1053–1068.

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(2010). Robust texture recognition using credal classifiers. In Labrosse, F., Zwiggelaar, R., Liu, Y., Tiddeman, B. (Eds), *Proceedings of the British Machine Vision Conference*, BMVA Press, pp. 78.1–78.10.

@INPROCEEDINGS { corani2010c,

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(2010). Notes on desirability and conditional lower previsions. *Annals of Mathematics and Artificial Intelligence* **60**(3–4), pp. 251–309.

@ARTICLE { zaffalon2010e,

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}

(2010). Conditional models: coherence and inference through sequences of joint mass functions. *Journal of Statistical Planning and Inference* **140**(7), pp. 1805–1833.

@ARTICLE { zaffalon2010a,

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pages = {1805--1833},

year = {2010},

doi = {10.1016/j.jspi.2010.01.005}

}

(2010). Inference and risk measurement with the pari-mutuel model. *International Journal of Approximate Reasoning* **51**(9), pp. 1145–1158.

@ARTICLE { zaffalon2010d,

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(2010). Building knowledge-based expert systems by credal networks: a tutorial. In Baswell, A.R. (Ed), *Advances in Mathematics Research* **11**, Nova Science Publishers, New York.

@INBOOK { antonucci2010d,

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(2010). Genomic lesions associated with a different clinical outcome in diffuse large B-Cell lymphoma treated with R-CHOP-21. *British Journal of Haematology* **151**(3), pp. 221–231.

@ARTICLE { decampos2010a,

title = {Genomic lesions associated with a different clinical outcome in diffuse large {B}-{C}ell lymphoma treated with {R}-{CHOP}-21},

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publisher = {Blackwell Publishing Ltd},

volume = {151},

author = {Scandurra, M. and Mian, M. and Greiner, T.C. and Rancoita, P.M.V. and De Campos, C.P. and Chan, W.C. and Vose, J.M. and Chigrinova, E. and Inghirami, G. and Chiappella, A. and Baldini, L. and Ponzoni, M. and Ferreri, A.J.M. and Franceschetti, S. and Gaidano, G. and Montes-Moreno, S. and Piris, M.A. and Facchetti, F. and Tucci, A. and Nomdedeu, J.F. and Lazure, T. and Lambotte, O. and Uccella, S. and Pinotti, G. and Pruneri, G. and Martinelli, G. and Young, K.H. and Tibiletti, M.G. and Rinaldi, A. and Zucca, E. and Kwee, I. and Bertoni, F.},

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author = {Scandurra, M. and Mian, M. and Greiner, T.C. and Rancoita, P.M.V. and De Campos, C.P. and Chan, W.C. and Vose, J.M. and Chigrinova, E. and Inghirami, G. and Chiappella, A. and Baldini, L. and Ponzoni, M. and Ferreri, A.J.M. and Franceschetti, S. and Gaidano, G. and Montes-Moreno, S. and Piris, M.A. and Facchetti, F. and Tucci, A. and Nomdedeu, J.F. and Lazure, T. and Lambotte, O. and Uccella, S. and Pinotti, G. and Pruneri, G. and Martinelli, G. and Young, K.H. and Tibiletti, M.G. and Rinaldi, A. and Zucca, E. and Kwee, I. and Bertoni, F.},

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}

top## 2009

## Multiple model tracking by imprecise markov trees

## Credal networks for military identification problems

## Modeling unreliable observations in Bayesian networks by credal networks

## Assembling a consistent set of sentences in relational probabilistic logic with stochastic independence

## Structure learning of Bayesian networks using constraints

## Semi-qualitative probabilistic networks in computer vision problems

## Semi-qualitative probabilistic networks in computer vision problems

## Epistemic irrelevance in credal networks: the case of imprecise Markov trees

## A tree augmented classifier based on extreme imprecise Dirichlet model

## Reproducing human decisions in reservoir management: the case of lake lugano

## Lazy naive credal classifier

## Coherence graphs

## Natural extension as a limit of regular extensions

## The pari-mutuel model

## Limits of learning about a categorical latent variable under prior near-ignorance

## Conservative inference rule for uncertain reasoning under incompleteness

(2009). Multiple model tracking by imprecise markov trees. In *FUSION 2009: Proceedings of the 12th International Conference on Information Fusion*, IEEE.

@INPROCEEDINGS { antonucci2009e,

title = {Multiple model tracking by imprecise markov trees},

publisher = {IEEE},

booktitle = {{FUSION} 2009: Proceedings of the 12th International Conference on Information Fusion},

author = {Antonucci, A. and Benavoli, A. and Zaffalon, M. and de Cooman, G. and Hermans, F.},

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url = {http://isif.org/fusion/proceedings/fusion09CD/data/papers/0478.pdf}

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year = {2009},

url = {http://isif.org/fusion/proceedings/fusion09CD/data/papers/0478.pdf}

}

(2009). Credal networks for military identification problems. *International Journal of Approximate Reasoning* **50**(2), pp. 666–679.

@ARTICLE { antonucci2009a,

title = {Credal networks for military identification problems},

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number = {2},

pages = {666--679},

year = {2009},

doi = {10.1016/j.ijar.2009.01.005}

}

Downloadtitle = {Credal networks for military identification problems},

journal = {International Journal of Approximate Reasoning},

volume = {50},

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number = {2},

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year = {2009},

doi = {10.1016/j.ijar.2009.01.005}

}

(2009). Modeling unreliable observations in Bayesian networks by credal networks. In Godo, L., Pugliese, A. (Eds), *Scalable Uncertainty Management, Third International Conference, SUM 2009, Washington, DC, USA, September 28–30, 2009. Proceedings*, Lecture Notes in Computer Science **5785**, Springer, pp. 28–39.

@INPROCEEDINGS { antonucci2009g,

title = {Modeling unreliable observations in {B}ayesian networks by credal networks},

editor = {Godo, L. and Pugliese, A.},

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series = {Lecture Notes in Computer Science},

volume = {5785},

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pages = {28--39},

year = {2009},

doi = {10.1007/978-3-642-04388-8_4}

}

(2009). Assembling a consistent set of sentences in relational probabilistic logic with stochastic independence. *Journal of Applied Logic* **7**(2), pp. 137–154.

@ARTICLE { decampos2009d,

title = {Assembling a consistent set of sentences in relational probabilistic logic with stochastic independence},

journal = {Journal of Applied Logic},

volume = {7},

author = {de Campos, C.P. and Cozman, F.G. and Luna, J.E.O.},

number = {2},

pages = {137--154},

year = {2009},

doi = {10.1016/j.jal.2007.11.002}

}

Downloadtitle = {Assembling a consistent set of sentences in relational probabilistic logic with stochastic independence},

journal = {Journal of Applied Logic},

volume = {7},

author = {de Campos, C.P. and Cozman, F.G. and Luna, J.E.O.},

number = {2},

pages = {137--154},

year = {2009},

doi = {10.1016/j.jal.2007.11.002}

}

(2009). Structure learning of Bayesian networks using constraints. In *International Conference on Machine Learning (ICML)* **382**, ACM, pp. 113–120.

@INPROCEEDINGS { decampos2009e,

title = {Structure learning of {B}ayesian networks using constraints},

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doi = {10.1145/1553374.1553389}

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pages = {113--120},

year = {2009},

doi = {10.1145/1553374.1553389}

}

(2009). Semi-qualitative probabilistic networks in computer vision problems. *Journal of Statistical Theory and Practice* **3**(1), pp. 197–210.

@ARTICLE { decampos2009c,

title = {Semi-qualitative probabilistic networks in computer vision problems},

journal = {Journal of Statistical Theory and Practice},

publisher = {Grace Scientific Publishing LLC},

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number = {1},

pages = {197--210},

year = {2009},

doi = {10.1080/15598608.2009.10411920}

}

Downloadtitle = {Semi-qualitative probabilistic networks in computer vision problems},

journal = {Journal of Statistical Theory and Practice},

publisher = {Grace Scientific Publishing LLC},

volume = {3},

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number = {1},

pages = {197--210},

year = {2009},

doi = {10.1080/15598608.2009.10411920}

}

(2009). Semi-qualitative probabilistic networks in computer vision problems. In Coolen-Schrijner, P., Coolen, F., Troffaes, M.C.M., Augustin, T. (Eds), *Imprecision in Statistical Theory and Practice.*, Grace Scientific Publishing LLC, Greensboro, North-Carolina, USA, pp. 207–220.

@INBOOK { decampos2009a,

title = {Semi-qualitative probabilistic networks in computer vision problems},

editor = {Coolen-Schrijner, P. and Coolen, F. and Troffaes, M.C.M. and Augustin, T.},

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author = {de Campos, C.P. and Zhang, L. and Tong, Y. and Ji, Q.},

pages = {207--220},

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url = {http://www.amazon.com/Imprecision-Statistical-Practice-Pauline-Coolen-Schrijner/dp/0982399804}

}

Downloadtitle = {Semi-qualitative probabilistic networks in computer vision problems},

editor = {Coolen-Schrijner, P. and Coolen, F. and Troffaes, M.C.M. and Augustin, T.},

publisher = {Grace Scientific Publishing LLC},

address = {Greensboro, North-Carolina, USA},

booktitle = {Imprecision in Statistical Theory and Practice.},

author = {de Campos, C.P. and Zhang, L. and Tong, Y. and Ji, Q.},

pages = {207--220},

year = {2009},

url = {http://www.amazon.com/Imprecision-Statistical-Practice-Pauline-Coolen-Schrijner/dp/0982399804}

}

(2009). Epistemic irrelevance in credal networks: the case of imprecise Markov trees. In Augustin, T., Coolen, F., Moral, S., Troffaes, M.C.M. (Eds), *ISIPTA '09: Proceedings of the Sixth International Symposium on Imprecise Probability: Theories and Applications*, SIPTA, pp. 149–158.

@INPROCEEDINGS { antonucci2009c,

title = {Epistemic irrelevance in credal networks: the case of imprecise {M}arkov trees},

editor = {Augustin, T. and Coolen, F. and Moral, S. and Troffaes, M.C.M.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '09: Proceedings of the Sixth International Symposium on Imprecise Probability: Theories and Applications},

author = {de Cooman, G. and Hermans, F. and Antonucci, A. and Zaffalon, M.},

pages = {149--158},

year = {2009},

url = {http://www.sipta.org/isipta09/proceedings/papers/s053.pdf}

}

Downloadtitle = {Epistemic irrelevance in credal networks: the case of imprecise {M}arkov trees},

editor = {Augustin, T. and Coolen, F. and Moral, S. and Troffaes, M.C.M.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '09: Proceedings of the Sixth International Symposium on Imprecise Probability: Theories and Applications},

author = {de Cooman, G. and Hermans, F. and Antonucci, A. and Zaffalon, M.},

pages = {149--158},

year = {2009},

url = {http://www.sipta.org/isipta09/proceedings/papers/s053.pdf}

}

(2009). A tree augmented classifier based on extreme imprecise Dirichlet model. In Augustin, T., Coolen, F.P.A., Moral, S., Troffaes, M.C.M. (Eds), *ISIPTA '09: Proceedings of the Sixth International Symposium on Imprecise Probability: Theories and Applications*, SIPTA, Durham, UK, pp. 89–98.

@INPROCEEDINGS { corani2009c,

title = {A tree augmented classifier based on extreme imprecise {D}irichlet model},

editor = {Augustin, T. and Coolen, F.P.A. and Moral, S. and Troffaes, M.C.M.},

publisher = {SIPTA},

address = {Durham, UK},

booktitle = {{ISIPTA} '09: Proceedings of the Sixth International Symposium on Imprecise Probability: Theories and Applications},

author = {Corani, G. and Campos, C. and Yi, S.},

pages = {89--98},

year = {2009},

url = {http://www.sipta.org/isipta09/proceedings/papers/s060.pdf}

}

Downloadtitle = {A tree augmented classifier based on extreme imprecise {D}irichlet model},

editor = {Augustin, T. and Coolen, F.P.A. and Moral, S. and Troffaes, M.C.M.},

publisher = {SIPTA},

address = {Durham, UK},

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pages = {89--98},

year = {2009},

url = {http://www.sipta.org/isipta09/proceedings/papers/s060.pdf}

}

(2009). Reproducing human decisions in reservoir management: the case of lake lugano. In *Information Technologies in Environmental Engineering*, Springer, Berlin / Heidelberg, pp. 252–263.

@INCOLLECTION { corani2009a,

title = {Reproducing human decisions in reservoir management: the case of lake lugano},

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(2009). Lazy naive credal classifier. In *Proceedings of the 1st ACM SIGKDD Workshop on Knowledge Discovery From Uncertain Data*, U '09, ACM, New York, NY, USA, pp. 30–37.

@INPROCEEDINGS { corani2009b,

title = {Lazy naive credal classifier},

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(2009). Coherence graphs. *Artificial Intelligence* **173**, pp. 104–144.

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title = {Coherence graphs},

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Downloadtitle = {Coherence graphs},

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pages = {104--144},

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}

(2009). Natural extension as a limit of regular extensions. In Augustin, T., Coolen, F., Troffaes, M.C.M., Moral, S. (Eds), *ISIPTA '09: Proceedings of the Sixth International Symposium on Imprecise Probability: Theories and Applications*, SIPTA, pp. 327–336.

@INPROCEEDINGS { zaffalon2009e,

title = {Natural extension as a limit of regular extensions},

editor = {Augustin, T. and Coolen, F. and Troffaes, M.C.M. and Moral, S.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '09: Proceedings of the Sixth International Symposium on Imprecise Probability: Theories and Applications},

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editor = {Augustin, T. and Coolen, F. and Troffaes, M.C.M. and Moral, S.},

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pages = {327--336},

year = {2009},

url = {http://www.sipta.org/isipta09/proceedings/papers/s012.pdf}

}

(2009). The pari-mutuel model. In Augustin, T., Coolen, F., Troffaes, M.C.M., Moral, S. (Eds), *ISIPTA '09: Proceedings of the Sixth International Symposium on Imprecise Probability: Theories and Applications*, SIPTA, pp. 347–356.

@INPROCEEDINGS { zaffalon2009d,

title = {The pari-mutuel model},

editor = {Augustin, T. and Coolen, F. and Troffaes, M.C.M. and Moral, S.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '09: Proceedings of the Sixth International Symposium on Imprecise Probability: Theories and Applications},

author = {Pelessoni, R. and Vicig, P. and Zaffalon, M.},

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Downloadtitle = {The pari-mutuel model},

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pages = {347--356},

year = {2009},

url = {http://www.sipta.org/isipta09/proceedings/papers/s028.pdf}

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(2009). Limits of learning about a categorical latent variable under prior near-ignorance. *International Journal of Approximate Reasoning* **50**, pp. 597–611.

@ARTICLE { zaffalon2009a,

title = {Limits of learning about a categorical latent variable under prior near-ignorance},

journal = {International Journal of Approximate Reasoning},

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pages = {597--611},

year = {2009},

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}

Downloadtitle = {Limits of learning about a categorical latent variable under prior near-ignorance},

journal = {International Journal of Approximate Reasoning},

volume = {50},

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pages = {597--611},

year = {2009},

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}

(2009). Conservative inference rule for uncertain reasoning under incompleteness. *Journal of Artificial Intelligence Research* **34**, pp. 757–821.

@ARTICLE { zaffalon2009c,

title = {Conservative inference rule for uncertain reasoning under incompleteness},

journal = {Journal of Artificial Intelligence Research},

volume = {34},

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pages = {757--821},

year = {2009},

doi = {10.1613/jair.2736}

}

Downloadtitle = {Conservative inference rule for uncertain reasoning under incompleteness},

journal = {Journal of Artificial Intelligence Research},

volume = {34},

author = {Zaffalon, M. and Miranda, E.},

pages = {757--821},

year = {2009},

doi = {10.1613/jair.2736}

}

top## 2008

## Decision-theoretic specification of credal networks: a unified language for uncertain modeling with sets of Bayesian networks

## Generalized loopy 2U: a new algorithm for approximate inference in credal networks

## Improving Bayesian network parameter learning using constraints

## Strategy selection in influence diagrams using imprecise probabilities

## Constrained maximum likelihood learning of Bayesian networks for facial action recognition

## Learning reliable classifiers from small or incomplete data sets: the naive credal classifier 2

## JNCC2: an extension of naive Bayes classifier suited for small and incomplete data sets

## JNCC2: the Java implementation of naive credal classifier 2

## Naive credal classifier 2: an extension of naive Bayes for delivering robust classifications

## Credal model averaging: an extension of Bayesian model averaging to imprecise probabilities

## Probabilistic logic with independence

## Dealing with soft evidence in credal networks

## Spatially distributed identification of debris flow source areas by credal networks

## Array-CGH identifies regions, including the FOXP1 locus, associated with different clinical outcome in diffuse large B-cell lymphomas (DLBCL) treated with R-CHOP

(2008). Decision-theoretic specification of credal networks: a unified language for uncertain modeling with sets of Bayesian networks. *International Journal of Approximate Reasoning* **49**(2), pp. 345–361.

@ARTICLE { antonucci2008b,

title = {Decision-theoretic specification of credal networks: a unified language for uncertain modeling with sets of {B}ayesian networks},

journal = {International Journal of Approximate Reasoning},

volume = {49},

author = {Antonucci, A. and Zaffalon, M.},

number = {2},

pages = {345--361},

year = {2008},

doi = {10.1016/j.ijar.2008.02.005}

}

Downloadtitle = {Decision-theoretic specification of credal networks: a unified language for uncertain modeling with sets of {B}ayesian networks},

journal = {International Journal of Approximate Reasoning},

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number = {2},

pages = {345--361},

year = {2008},

doi = {10.1016/j.ijar.2008.02.005}

}

(2008). Generalized loopy 2U: a new algorithm for approximate inference in credal networks. In Jaeger, M., Nielsen, T.D. (Eds), *PGM'08: Proceedings of the Fourth European Workshop on Probabilistic Graphical Models*, Hirtshals (Denmark), pp. 17–24.

@INPROCEEDINGS { antonucci2008a,

title = {Generalized loopy {2U}: a new algorithm for approximate inference in credal networks},

editor = {Jaeger, M. and Nielsen, T.D.},

address = {Hirtshals (Denmark)},

booktitle = {{PGM'08}: Proceedings of the Fourth European Workshop on Probabilistic Graphical Models},

author = {Antonucci, A. and Zaffalon, M. and Yi, S. and de Campos, C.P.},

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Downloadtitle = {Generalized loopy {2U}: a new algorithm for approximate inference in credal networks},

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author = {Antonucci, A. and Zaffalon, M. and Yi, S. and de Campos, C.P.},

pages = {17--24},

year = {2008},

url = {http://pgm08.cs.aau.dk/Papers/38_Paper.pdf}

}

(2008). Improving Bayesian network parameter learning using constraints. In *19th International Conference on Pattern Recognition (ICPR)*, pp. 1–4.

@INPROCEEDINGS { decampos2008d,

title = {Improving {B}ayesian network parameter learning using constraints},

booktitle = {19th International Conference on Pattern Recognition ({ICPR})},

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}

Downloadtitle = {Improving {B}ayesian network parameter learning using constraints},

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author = {de Campos, C.P. and Ji, Q.},

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year = {2008},

doi = {10.1109/ICPR.2008.4761287}

}

(2008). Strategy selection in influence diagrams using imprecise probabilities. In *Proceedings of the Twenty-fourth Conference Annual Conference on Uncertainty in Artificial Intelligence (UAI-08)*, AUAI Press, Corvallis, Oregon, pp. 121–128.

@INPROCEEDINGS { decampos2008b,

title = {Strategy selection in influence diagrams using imprecise probabilities},

publisher = {AUAI Press},

address = {Corvallis, Oregon},

booktitle = {Proceedings of the Twenty-{f}ourth Conference Annual Conference on Uncertainty in Artificial Intelligence ({UAI}-08)},

author = {de Campos, C. and Ji, Q.},

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url = {http://uai.sis.pitt.edu/papers/08/p121-de_campos.pdf}

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Downloadtitle = {Strategy selection in influence diagrams using imprecise probabilities},

publisher = {AUAI Press},

address = {Corvallis, Oregon},

booktitle = {Proceedings of the Twenty-{f}ourth Conference Annual Conference on Uncertainty in Artificial Intelligence ({UAI}-08)},

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pages = {121--128},

year = {2008},

url = {http://uai.sis.pitt.edu/papers/08/p121-de_campos.pdf}

}

(2008). Constrained maximum likelihood learning of Bayesian networks for facial action recognition. In Forsyth, D., Torr, P., Zisserman, A. (Eds), *Computer Vision - ECCV 2008*, Lecture Notes in Computer Science **5304**, Springer, Berlin / Heidelberg, pp. 168–181.

@INPROCEEDINGS { decampos2008c,

title = {Constrained maximum likelihood learning of {B}ayesian networks for facial action recognition},

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publisher = {Springer, Berlin / Heidelberg},

series = {Lecture Notes in Computer Science},

volume = {5304},

booktitle = {Computer Vision - {ECCV} 2008},

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Downloadtitle = {Constrained maximum likelihood learning of {B}ayesian networks for facial action recognition},

editor = {Forsyth, D. and Torr, P. and Zisserman, A.},

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series = {Lecture Notes in Computer Science},

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pages = {168--181},

year = {2008},

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(2008). Learning reliable classifiers from small or incomplete data sets: the naive credal classifier 2. *Journal of Machine Learning Research* **9**, pp. 581–621.

@ARTICLE { corani2008d,

title = {Learning reliable classifiers from small or incomplete data sets: the naive credal classifier 2},

journal = {Journal of Machine Learning Research},

volume = {9},

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pages = {581--621},

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url = {http://jmlr.csail.mit.edu/papers/volume9/corani08b/corani08b.pdf}

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Downloadtitle = {Learning reliable classifiers from small or incomplete data sets: the naive credal classifier 2},

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(2008). JNCC2: an extension of naive Bayes classifier suited for small and incomplete data sets. *Environmental Modelling & Software* **23**(7), pp. 960–961.

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(2008). JNCC2: the Java implementation of naive credal classifier 2. *Journal of Machine Learning Research* **9**, pp. 2695–2698.

@ARTICLE { corani2008c,

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url = {http://jmlr.csail.mit.edu/papers/volume9/corani08b/corani08b.pdf}

}

(2008). Naive credal classifier 2: an extension of naive Bayes for delivering robust classifications. In *Proc. International Conference on Data Mining 2008 (DMIN '08)*.

@INPROCEEDINGS { corani2008a,

title = {Naive credal classifier 2: an extension of naive {B}ayes for delivering robust classifications},

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Downloadtitle = {Naive credal classifier 2: an extension of naive {B}ayes for delivering robust classifications},

booktitle = {Proc. International Conference on Data Mining 2008 ({DMIN} '08)},

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(2008). Credal model averaging: an extension of Bayesian model averaging to imprecise probabilities. In Daelemans, W., Goethals, B., Morik, K. (Eds), *Machine Learning and Knowledge Discovery in Databases*, Lecture Notes in Computer Science **5211**, Springer, Berlin / Heidelberg, pp. 257–271.

@INCOLLECTION { corani2008e,

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(2008). Probabilistic logic with independence. *International Journal of Approximate Reasoning* **49**(1), pp. 3–17.

@ARTICLE { decampos2008a,

title = {Probabilistic logic with independence},

journal = {International Journal of Approximate Reasoning},

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Downloadtitle = {Probabilistic logic with independence},

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number = {1},

pages = {3--17},

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doi = {10.1016/j.ijar.2007.08.002}

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(2008). Dealing with soft evidence in credal networks. In *Conferencia Latinoamericana De Informatica*.

@INPROCEEDINGS { decampos2008e,

title = {Dealing with soft evidence in credal networks},

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Downloadtitle = {Dealing with soft evidence in credal networks},

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author = {da Rocha, J.C.F. and Guimaraes, A.M. and de Campos, C.P.},

year = {2008}

}

(2008). Spatially distributed identification of debris flow source areas by credal networks. In Sanchez-Marrè, M., Béjar, J., Comas, J., Rizzoli, A., Guariso, G. (Eds), *iEMSs 2008: International Congress on Environmental Modelling and Software Integrating Sciences and Information Technology for Environmental Assessment and Decision Making (transactions of the 4th Biennial Meeting of the International Environmental Modelling and Software Society)*, iEMSs, Manno, Switzerland, pp. 380–387.

@INPROCEEDINGS { antonucci2008c,

title = {Spatially distributed identification of debris flow source areas by credal networks},

editor = {Sanchez-Marr\`e, M. and B\'ejar, J. and Comas, J. and Rizzoli, A. and Guariso, G.},

publisher = {iEMSs},

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Downloadtitle = {Spatially distributed identification of debris flow source areas by credal networks},

editor = {Sanchez-Marr\`e, M. and B\'ejar, J. and Comas, J. and Rizzoli, A. and Guariso, G.},

publisher = {iEMSs},

address = {Manno, Switzerland},

booktitle = {{iEMSs} 2008: International Congress on Environmental Modelling and Software Integrating Sciences and Information Technology for Environmental Assessment and Decision Making ({t}ransactions of the 4th Biennial Meeting of the International Environmental Modelling and Software Society)},

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pages = {380--387},

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}

(2008). Array-CGH identifies regions, including the FOXP1 locus, associated with different clinical outcome in diffuse large B-cell lymphomas (DLBCL) treated with R-CHOP. *Blood (ASH Annual Meeting Abstracts)* **112**, pp. 478.

@ARTICLE { decampos2008f,

title = {Array-{CGH} identifies regions, including the {FOXP1} locus, associated with different clinical outcome in diffuse large {B}-cell lymphomas ({DLBCL}) treated with {R}-{CHOP}},

journal = {Blood ({ASH} Annual Meeting Abstracts)},

volume = {112},

author = {Scandurra, M. and Rancoita, P.M.V. and Greiner, T.C. and Chan, W.C. and Vose, J.M. and Inghirami, G. and Chiappella, A. and Baldini, L. and Ponzoni, M. and Ferreri, A.J.M. and Montes-Moreno, S. and Piris, M.A. and Franceschetti, S. and Gaidano, G. and Facchetti, F. and Tucci, A. and Lazure, T. and Lambotte, O. and Uccella, S. and Pinotti, G. and Pruneri, G. and Martinelli, G. and Nomdedeu, J. and Tibiletti, M.G. and Chigrinova, E. and Campos, C.P.D. and Rinaldi, A. and Zucca, E. and Kwee, I. and Bertoni, F.},

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year = {2008}

}

Downloadtitle = {Array-{CGH} identifies regions, including the {FOXP1} locus, associated with different clinical outcome in diffuse large {B}-cell lymphomas ({DLBCL}) treated with {R}-{CHOP}},

journal = {Blood ({ASH} Annual Meeting Abstracts)},

volume = {112},

author = {Scandurra, M. and Rancoita, P.M.V. and Greiner, T.C. and Chan, W.C. and Vose, J.M. and Inghirami, G. and Chiappella, A. and Baldini, L. and Ponzoni, M. and Ferreri, A.J.M. and Montes-Moreno, S. and Piris, M.A. and Franceschetti, S. and Gaidano, G. and Facchetti, F. and Tucci, A. and Lazure, T. and Lambotte, O. and Uccella, S. and Pinotti, G. and Pruneri, G. and Martinelli, G. and Nomdedeu, J. and Tibiletti, M.G. and Chigrinova, E. and Campos, C.P.D. and Rinaldi, A. and Zucca, E. and Kwee, I. and Bertoni, F.},

pages = {478},

year = {2008}

}

top## 2007

## Credal networks for military identification problems

## Credal networks for operational risk measurement and management

## Credal networks for hazard assessment of debris flows

## Fast algorithms for robust classification with Bayesian nets

## Inference in credal networks through integer programming

## Computing lower and upper expectations under epistemic independence

## Multilinear and integer programming for markov decision processes with imprecise probabilities

## Independence in relational languages with finite domains

## Coherence graphs

## Learning about a categorical latent variable under prior near-ignorance

## Notes on “Notes on conditional previsions”

(2007). Credal networks for military identification problems. In de Cooman, G., Vejnarová, J., Zaffalon, M. (Eds), *ISIPTA '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications*, Action M Agency, Prague (Czech Republic), pp. 1–10.

@INPROCEEDINGS { antonucci2007b,

title = {Credal networks for military identification problems},

editor = {de Cooman, G. and Vejnarov\'a, J. and Zaffalon, M.},

publisher = {Action M Agency},

address = {Prague (Czech Republic)},

booktitle = {{ISIPTA} '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications},

author = {Antonucci, A. and Br\"uhlmann, R. and Piatti, A. and Zaffalon, M.},

pages = {1--10},

year = {2007},

url = {http://www.sipta.org/isipta07/proceedings/papers/s066.pdf}

}

Downloadtitle = {Credal networks for military identification problems},

editor = {de Cooman, G. and Vejnarov\'a, J. and Zaffalon, M.},

publisher = {Action M Agency},

address = {Prague (Czech Republic)},

booktitle = {{ISIPTA} '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications},

author = {Antonucci, A. and Br\"uhlmann, R. and Piatti, A. and Zaffalon, M.},

pages = {1--10},

year = {2007},

url = {http://www.sipta.org/isipta07/proceedings/papers/s066.pdf}

}

(2007). Credal networks for operational risk measurement and management. In Apolloni, B., Howlett, R.J., Jain, L.C. (Eds), *Proceedings of the 11th International Conference on Knowledge-based and Intelligent Information & Engineering Systems: KES2007, Lectures Notes in Computer Science* **4693**, Springer, pp. 604–611.

@INPROCEEDINGS { antonucci2007c,

title = {Credal networks for operational risk measurement and management},

editor = {Apolloni, B. and Howlett, R.J. and Jain, L.C.},

publisher = {Springer},

volume = {4693},

booktitle = {Proceedings of the 11th International Conference on Knowledge-{b}ased and Intelligent Information & Engineering Systems: {KES2007}, Lectures Notes in Computer Science},

author = {Antonucci, A. and Piatti, A. and Zaffalon, M.},

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year = {2007},

doi = {10.1007/978-3-540-74827-4_76}

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Downloadtitle = {Credal networks for operational risk measurement and management},

editor = {Apolloni, B. and Howlett, R.J. and Jain, L.C.},

publisher = {Springer},

volume = {4693},

booktitle = {Proceedings of the 11th International Conference on Knowledge-{b}ased and Intelligent Information & Engineering Systems: {KES2007}, Lectures Notes in Computer Science},

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pages = {604--611},

year = {2007},

doi = {10.1007/978-3-540-74827-4_76}

}

(2007). Credal networks for hazard assessment of debris flows. In *Progress of Artificial Intelligence in Sustainability Science*, Nova Science, Kropp, J., Scheffran, J., New York, pp. 125–132.

@INBOOK { antonucci2007d,

title = {Credal networks for hazard assessment of debris flows},

publisher = {Kropp, J., Scheffran, J.},

address = {New York},

series = {Nova Science},

booktitle = {Progress of Artificial Intelligence in Sustainability Science},

author = {Antonucci, A. and Salvetti, A. and Zaffalon, M.},

pages = {125--132},

year = {2007}

}

Downloadtitle = {Credal networks for hazard assessment of debris flows},

publisher = {Kropp, J., Scheffran, J.},

address = {New York},

series = {Nova Science},

booktitle = {Progress of Artificial Intelligence in Sustainability Science},

author = {Antonucci, A. and Salvetti, A. and Zaffalon, M.},

pages = {125--132},

year = {2007}

}

(2007). Fast algorithms for robust classification with Bayesian nets. *International Journal of Approximate Reasoning* **44**(3), pp. 200–223.

@ARTICLE { antonucci2007a,

title = {Fast algorithms for robust classification with {B}ayesian nets},

journal = {International Journal of Approximate Reasoning},

volume = {44},

author = {Antonucci, A. and Zaffalon, M.},

number = {3},

pages = {200--223},

year = {2007},

doi = {10.1016/j.ijar.2006.07.011}

}

Downloadtitle = {Fast algorithms for robust classification with {B}ayesian nets},

journal = {International Journal of Approximate Reasoning},

volume = {44},

author = {Antonucci, A. and Zaffalon, M.},

number = {3},

pages = {200--223},

year = {2007},

doi = {10.1016/j.ijar.2006.07.011}

}

(2007). Inference in credal networks through integer programming. In *ISIPTA '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications*, Prague, pp. 145–154.

@INPROCEEDINGS { decampos2007b,

title = {Inference in credal networks through integer programming},

address = {Prague},

booktitle = {{ISIPTA} '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications},

author = {de Campos, C.P. and Cozman, F.G.},

pages = {145--154},

year = {2007},

url = {http://www.sipta.org/isipta07/proceedings/papers/s065.pdf}

}

Downloadtitle = {Inference in credal networks through integer programming},

address = {Prague},

booktitle = {{ISIPTA} '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications},

author = {de Campos, C.P. and Cozman, F.G.},

pages = {145--154},

year = {2007},

url = {http://www.sipta.org/isipta07/proceedings/papers/s065.pdf}

}

(2007). Computing lower and upper expectations under epistemic independence. *International Journal of Approximate Reasoning* **44**(3), pp. 244–260.

@ARTICLE { decampos2007a,

title = {Computing lower and upper expectations under epistemic independence},

journal = {International Journal of Approximate Reasoning},

volume = {44},

author = {de Campos, C.P. and Cozman, F.G.},

number = {3},

pages = {244--260},

year = {2007},

doi = {10.1016/j.ijar.2006.07.013}

}

Downloadtitle = {Computing lower and upper expectations under epistemic independence},

journal = {International Journal of Approximate Reasoning},

volume = {44},

author = {de Campos, C.P. and Cozman, F.G.},

number = {3},

pages = {244--260},

year = {2007},

doi = {10.1016/j.ijar.2006.07.013}

}

(2007). Multilinear and integer programming for markov decision processes with imprecise probabilities. In *ISIPTA '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications*, pp. 395–404.

@INPROCEEDINGS { decampos2007c,

title = {Multilinear and integer programming for markov decision processes with imprecise probabilities},

booktitle = {{ISIPTA} '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications},

author = {Filho, R.S. and Cozman, F. and Trevizan, F. and de Campos, C. and Barros, L.},

pages = {395--404},

year = {2007},

url = {http://www.sipta.org/isipta07/proceedings/papers/s062.pdf}

}

Downloadtitle = {Multilinear and integer programming for markov decision processes with imprecise probabilities},

booktitle = {{ISIPTA} '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications},

author = {Filho, R.S. and Cozman, F. and Trevizan, F. and de Campos, C. and Barros, L.},

pages = {395--404},

year = {2007},

url = {http://www.sipta.org/isipta07/proceedings/papers/s062.pdf}

}

(2007). Independence in relational languages with finite domains. In *Encontro Nacional De Inteligência Artificial*, pp. 1420–1429.

@INPROCEEDINGS { decampos2007d,

title = {Independence in relational languages with finite domains},

booktitle = {Encontro Nacional De Intelig\^encia Artificial},

author = {Luna, J.E.O. and de Campos, C.P. and Cozman, F.G.},

pages = {1420--1429},

year = {2007}

}

Downloadtitle = {Independence in relational languages with finite domains},

booktitle = {Encontro Nacional De Intelig\^encia Artificial},

author = {Luna, J.E.O. and de Campos, C.P. and Cozman, F.G.},

pages = {1420--1429},

year = {2007}

}

(2007). Coherence graphs. In de Cooman, G., Vejnarova, J., Zaffalon, M. (Eds), *ISIPTA '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications*, Action M Agency, Prague, pp. 297–306.

@INPROCEEDINGS { zaffalon2007c,

title = {Coherence graphs},

editor = {de Cooman, G. and Vejnarova, J. and Zaffalon, M.},

publisher = {Action M Agency},

address = {Prague},

booktitle = {{ISIPTA} '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications},

author = {Miranda, E. and Zaffalon, M.},

pages = {297--306},

year = {2007},

url = {http://www.sipta.org/isipta07/proceedings/papers/s060.pdf}

}

Downloadtitle = {Coherence graphs},

editor = {de Cooman, G. and Vejnarova, J. and Zaffalon, M.},

publisher = {Action M Agency},

address = {Prague},

booktitle = {{ISIPTA} '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications},

author = {Miranda, E. and Zaffalon, M.},

pages = {297--306},

year = {2007},

url = {http://www.sipta.org/isipta07/proceedings/papers/s060.pdf}

}

(2007). Learning about a categorical latent variable under prior near-ignorance. In de Cooman, G., Vejnarova, J., Zaffalon, M. (Eds), *ISIPTA '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications*, Action M Agency, Prague, pp. 357–364.

@INPROCEEDINGS { zaffalon2007b,

title = {Learning about a categorical latent variable under prior near-ignorance},

editor = {de Cooman, G. and Vejnarova, J. and Zaffalon, M.},

publisher = {Action M Agency},

address = {Prague},

booktitle = {{ISIPTA} '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications},

author = {Piatti, A. and Trojani, F. and Hutter, M. and Zaffalon, M.},

pages = {357--364},

year = {2007},

url = {http://www.sipta.org/isipta07/proceedings/papers/s049.pdf}

}

Downloadtitle = {Learning about a categorical latent variable under prior near-ignorance},

editor = {de Cooman, G. and Vejnarova, J. and Zaffalon, M.},

publisher = {Action M Agency},

address = {Prague},

booktitle = {{ISIPTA} '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications},

author = {Piatti, A. and Trojani, F. and Hutter, M. and Zaffalon, M.},

pages = {357--364},

year = {2007},

url = {http://www.sipta.org/isipta07/proceedings/papers/s049.pdf}

}

(2007). Notes on “Notes on conditional previsions”. *International Journal of Approximate Reasoning* **44**(3), pp. 358–365.

@ARTICLE { zaffalon2007a,

title = {Notes on “{N}otes on conditional previsions”},

journal = {International Journal of Approximate Reasoning},

volume = {44},

author = {Vicig, P. and Cozman, F. and Zaffalon, M.},

number = {3},

pages = {358--365},

year = {2007},

doi = {10.1016/j.ijar.2006.07.018}

}

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volume = {44},

author = {Vicig, P. and Cozman, F. and Zaffalon, M.},

number = {3},

pages = {358--365},

year = {2007},

doi = {10.1016/j.ijar.2006.07.018}

}

top## 2006

## Binarization algorithms for approximate updating in credal nets

## Equivalence between Bayesian and credal nets on an updating problem

## Locally specified credal networks

## Classification of dementia types from cognitive profiles data

## Probabilistic logic with strong independence

(2006). Binarization algorithms for approximate updating in credal nets. In Penserini, L., Peppas, P., Perini, A. (Eds), *STAIRS'06: Proceedings of the Third European Starting AI Researcher Symposium*, IOS Press, Amsterdam (Netherlands), pp. 120–131.

@INPROCEEDINGS { antonucci2006b,

title = {Binarization algorithms for approximate updating in credal nets},

editor = {Penserini, L. and Peppas, P. and Perini, A.},

publisher = {IOS Press},

address = {Amsterdam (Netherlands)},

booktitle = {{STAIRS'06}: Proceedings of the Third European Starting {AI} Researcher Symposium},

author = {Antonucci, A. and Zaffalon, M. and Ide, J.S. and Cozman, F.G.},

pages = {120--131},

year = {2006}

}

Downloadtitle = {Binarization algorithms for approximate updating in credal nets},

editor = {Penserini, L. and Peppas, P. and Perini, A.},

publisher = {IOS Press},

address = {Amsterdam (Netherlands)},

booktitle = {{STAIRS'06}: Proceedings of the Third European Starting {AI} Researcher Symposium},

author = {Antonucci, A. and Zaffalon, M. and Ide, J.S. and Cozman, F.G.},

pages = {120--131},

year = {2006}

}

(2006). Equivalence between Bayesian and credal nets on an updating problem. In Lawry, J., Miranda, E., Bugarin, A., Li, S., Gil, M.A., Grzegorzewski, P., Hryniewicz, O. (Eds), *Proceedings of Third International Conference on Soft Methods in Probability and Statistics (SMPS-2006)*, Springer, pp. 223–230.

@INPROCEEDINGS { antonucci2006a,

title = {Equivalence between {B}ayesian and credal nets on an updating problem},

editor = {Lawry, J. and Miranda, E. and Bugarin, A. and Li, S. and Gil, M.A. and Grzegorzewski, P. and Hryniewicz, O.},

publisher = {Springer},

booktitle = {Proceedings of Third International Conference on Soft Methods in Probability and Statistics ({SMPS}-2006)},

author = {Antonucci, A. and Zaffalon, M.},

pages = {223--230},

year = {2006},

doi = {10.1007/3-540-34777-1_27}

}

Downloadtitle = {Equivalence between {B}ayesian and credal nets on an updating problem},

editor = {Lawry, J. and Miranda, E. and Bugarin, A. and Li, S. and Gil, M.A. and Grzegorzewski, P. and Hryniewicz, O.},

publisher = {Springer},

booktitle = {Proceedings of Third International Conference on Soft Methods in Probability and Statistics ({SMPS}-2006)},

author = {Antonucci, A. and Zaffalon, M.},

pages = {223--230},

year = {2006},

doi = {10.1007/3-540-34777-1_27}

}

(2006). Locally specified credal networks. In Studený, M., Vomlel, J. (Eds), *PGM'06: Proceedings of the Third European Workshop on Probabilistic Graphical Models*, Action M Agency, Prague (Czech Republic), pp. 25–34.

@INPROCEEDINGS { antonucci2006c,

title = {Locally specified credal networks},

editor = {Studen\'y, M. and Vomlel, J.},

publisher = {Action M Agency},

address = {Prague (Czech Republic)},

booktitle = {{PGM'06}: Proceedings of the Third European Workshop on Probabilistic Graphical Models},

author = {Antonucci, A. and Zaffalon, M.},

pages = {25--34},

year = {2006},

url = {http://www.utia.cas.cz/files/mtr/pgm06/26_paper.pdf}

}

Downloadtitle = {Locally specified credal networks},

editor = {Studen\'y, M. and Vomlel, J.},

publisher = {Action M Agency},

address = {Prague (Czech Republic)},

booktitle = {{PGM'06}: Proceedings of the Third European Workshop on Probabilistic Graphical Models},

author = {Antonucci, A. and Zaffalon, M.},

pages = {25--34},

year = {2006},

url = {http://www.utia.cas.cz/files/mtr/pgm06/26_paper.pdf}

}

(2006). Classification of dementia types from cognitive profiles data. In Fuernkranz, J., Scheffer, T., Spiliopoulou, M. (Eds), *Knowledge Discovery in Databases: PKDD 2006*, Lecture Notes in Computer Science **4213**, Springer, Berlin / Heidelberg, pp. 470–477.

@INCOLLECTION { corani2006a,

title = {Classification of dementia types from cognitive profiles data},

editor = {Fuernkranz, J. and Scheffer, T. and Spiliopoulou, M.},

publisher = {Springer, Berlin / Heidelberg},

series = {Lecture Notes in Computer Science},

volume = {4213},

booktitle = {Knowledge Discovery in Databases: {PKDD} 2006},

author = {Corani, G. and Edgar, C. and Marshall, I. and Wesnes, K. and Zaffalon, M.},

pages = {470--477},

year = {2006},

doi = {10.1007/11871637_45}

}

Downloadtitle = {Classification of dementia types from cognitive profiles data},

editor = {Fuernkranz, J. and Scheffer, T. and Spiliopoulou, M.},

publisher = {Springer, Berlin / Heidelberg},

series = {Lecture Notes in Computer Science},

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booktitle = {Knowledge Discovery in Databases: {PKDD} 2006},

author = {Corani, G. and Edgar, C. and Marshall, I. and Wesnes, K. and Zaffalon, M.},

pages = {470--477},

year = {2006},

doi = {10.1007/11871637_45}

}

(2006). Probabilistic logic with strong independence. In Sichman, J., Coelho, H., Rezende, S. (Eds), *Advances in Artificial Intelligence - IBERAMIA-SBIA 2006*, Lecture Notes in Computer Science **4140**, Springer, Berlin / Heidelberg, pp. 612–621.

@INPROCEEDINGS { decampos2006b,

title = {Probabilistic logic with strong independence},

editor = {Sichman, J. and Coelho, H. and Rezende, S.},

publisher = {Springer, Berlin / Heidelberg},

series = {Lecture Notes in Computer Science},

volume = {4140},

booktitle = {Advances in Artificial Intelligence - {IBERAMIA}-{SBIA} 2006},

author = {Cozman, F. and de Campos, C. and da Rocha, J.C.F.},

pages = {612--621},

year = {2006},

doi = {10.1007/11874850_65}

}

Downloadtitle = {Probabilistic logic with strong independence},

editor = {Sichman, J. and Coelho, H. and Rezende, S.},

publisher = {Springer, Berlin / Heidelberg},

series = {Lecture Notes in Computer Science},

volume = {4140},

booktitle = {Advances in Artificial Intelligence - {IBERAMIA}-{SBIA} 2006},

author = {Cozman, F. and de Campos, C. and da Rocha, J.C.F.},

pages = {612--621},

year = {2006},

doi = {10.1007/11874850_65}

}

top## 2005

## Fast algorithms for robust classification with Bayesian nets

## Belief updating and learning in semi-qualitative probabilistic networks

## Computing lower and upper expectations under epistemic independence

## The inferential complexity of Bayesian and credal networks

## Air quality prediction in Milan: feed-forward neural networks, pruned neural networks and lazy learning

## Distribution of mutual information from complete and incomplete data

## Partially ordered preferences in decision trees: computing strategies with imprecision in probabilities

## Limits of learning from imperfect observations under prior ignorance: the case of the imprecise Dirichlet model

## IDS: a divide-and-conquer algorithm for inference in polytree-shaped credal networks

## Credible classification for environmental problems

## Conservative rules for predictive inference with incomplete data

## Robust inference of trees

(2005). Fast algorithms for robust classification with Bayesian nets. In Cozman, F.G., Nau, R., Seidenfeld, T. (Eds), *ISIPTA '05: Proceedings of the Fifth International Symposium on Imprecise Probabilities and Their Applications*, SIPTA, pp. 11–20.

@INPROCEEDINGS { antonucci2005a,

title = {Fast algorithms for robust classification with {B}ayesian nets},

editor = {Cozman, F.G. and Nau, R. and Seidenfeld, T.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '05: Proceedings of the Fifth International Symposium on Imprecise Probabilities and Their Applications},

author = {Antonucci, A. and Zaffalon, M.},

pages = {11--20},

year = {2005},

url = {http://www.sipta.org/isipta05/proceedings/papers/s045.pdf}

}

Downloadtitle = {Fast algorithms for robust classification with {B}ayesian nets},

editor = {Cozman, F.G. and Nau, R. and Seidenfeld, T.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '05: Proceedings of the Fifth International Symposium on Imprecise Probabilities and Their Applications},

author = {Antonucci, A. and Zaffalon, M.},

pages = {11--20},

year = {2005},

url = {http://www.sipta.org/isipta05/proceedings/papers/s045.pdf}

}

(2005). Belief updating and learning in semi-qualitative probabilistic networks. In *Conference on Uncertainty in Artificial Intelligence*, pp. 153–160.

@INPROCEEDINGS { decampos2005e,

title = {Belief updating and learning in semi-qualitative probabilistic networks},

booktitle = {Conference on Uncertainty in Artificial Intelligence},

author = {de Campos, C.P. and Cozman, F.G.},

pages = {153--160},

year = {2005},

url = {http://uai.sis.pitt.edu/papers/05/p153-de_campos.pdf}

}

Downloadtitle = {Belief updating and learning in semi-qualitative probabilistic networks},

booktitle = {Conference on Uncertainty in Artificial Intelligence},

author = {de Campos, C.P. and Cozman, F.G.},

pages = {153--160},

year = {2005},

url = {http://uai.sis.pitt.edu/papers/05/p153-de_campos.pdf}

}

(2005). Computing lower and upper expectations under epistemic independence. In *ISIPTA '05: Proceedings of the Fourth International Symposium on Imprecise Probabilities and Their Applications*, pp. 78–87.

@INPROCEEDINGS { decampos2005d,

title = {Computing lower and upper expectations under epistemic independence},

booktitle = {{ISIPTA} '05: Proceedings of the Fourth International Symposium on Imprecise Probabilities and Their Applications},

author = {de Campos, C.P. and Cozman, F.G.},

pages = {78--87},

year = {2005},

url = {http://www.sipta.org/isipta05/proceedings/papers/s006.pdf}

}

Downloadtitle = {Computing lower and upper expectations under epistemic independence},

booktitle = {{ISIPTA} '05: Proceedings of the Fourth International Symposium on Imprecise Probabilities and Their Applications},

author = {de Campos, C.P. and Cozman, F.G.},

pages = {78--87},

year = {2005},

url = {http://www.sipta.org/isipta05/proceedings/papers/s006.pdf}

}

(2005). The inferential complexity of Bayesian and credal networks. In *International Joint Conference on Artificial Intelligence*, pp. 1313–1318.

@INPROCEEDINGS { decampos2005b,

title = {The inferential complexity of {B}ayesian and credal networks},

booktitle = {International Joint Conference on Artificial Intelligence},

author = {de Campos, C.P. and Cozman, F.G.},

pages = {1313--1318},

year = {2005},

url = {http://ijcai.org/Past%20Proceedings/IJCAI-05/PDF/0841.pdf}

}

Downloadtitle = {The inferential complexity of {B}ayesian and credal networks},

booktitle = {International Joint Conference on Artificial Intelligence},

author = {de Campos, C.P. and Cozman, F.G.},

pages = {1313--1318},

year = {2005},

url = {http://ijcai.org/Past%20Proceedings/IJCAI-05/PDF/0841.pdf}

}

(2005). Air quality prediction in Milan: feed-forward neural networks, pruned neural networks and lazy learning. *Ecological Modelling* **185**(2-4), pp. 513–529.

@ARTICLE { corani2005b,

title = {Air quality prediction in {M}ilan: feed-forward neural networks, pruned neural networks and lazy learning},

journal = {Ecological Modelling},

volume = {185},

author = {Corani, G.},

number = {2-4},

pages = {513--529},

year = {2005},

doi = {10.1016/j.ecolmodel.2005.01.008}

}

Downloadtitle = {Air quality prediction in {M}ilan: feed-forward neural networks, pruned neural networks and lazy learning},

journal = {Ecological Modelling},

volume = {185},

author = {Corani, G.},

number = {2-4},

pages = {513--529},

year = {2005},

doi = {10.1016/j.ecolmodel.2005.01.008}

}

(2005). Distribution of mutual information from complete and incomplete data. *Computational Statistics and Data Analysis* **48**(3), pp. 633–657.

@ARTICLE { zaffalon2005b,

title = {Distribution of mutual information from complete and incomplete data},

journal = {Computational Statistics and Data Analysis},

volume = {48},

author = {Hutter, M. and Zaffalon, M.},

number = {3},

pages = {633--657},

year = {2005},

doi = {10.1016/j.csda.2004.03.010}

}

Downloadtitle = {Distribution of mutual information from complete and incomplete data},

journal = {Computational Statistics and Data Analysis},

volume = {48},

author = {Hutter, M. and Zaffalon, M.},

number = {3},

pages = {633--657},

year = {2005},

doi = {10.1016/j.csda.2004.03.010}

}

(2005). Partially ordered preferences in decision trees: computing strategies with imprecision in probabilities. In *IJCAI Workshop About Advances on Preference Handling*, pp. 1313–1318.

@INPROCEEDINGS { decampos2005f,

title = {Partially ordered preferences in decision trees: computing strategies with imprecision in probabilities},

booktitle = {{IJCAI} Workshop About Advances on Preference Handling},

author = {Kikuti, D. and Cozman, F.G. and de Campos, C.P.},

pages = {1313--1318},

year = {2005},

url = {http://www.l3s.de/web/upload/documents/Pref05.pdf}

}

Downloadtitle = {Partially ordered preferences in decision trees: computing strategies with imprecision in probabilities},

booktitle = {{IJCAI} Workshop About Advances on Preference Handling},

author = {Kikuti, D. and Cozman, F.G. and de Campos, C.P.},

pages = {1313--1318},

year = {2005},

url = {http://www.l3s.de/web/upload/documents/Pref05.pdf}

}

(2005). Limits of learning from imperfect observations under prior ignorance: the case of the imprecise Dirichlet model. In Cozman, F.G., Nau, R., Seidenfeld, T. (Eds), *ISIPTA '05: Proceedings of the Fourth International Symposium on Imprecise Probabilities and Their Applications*, SIPTA, pp. 276–286.

@INPROCEEDINGS { zaffalon2005d,

title = {Limits of learning from imperfect observations under prior ignorance: the case of the imprecise {D}irichlet model},

editor = {Cozman, F.G. and Nau, R. and Seidenfeld, T.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '05: Proceedings of the Fourth International Symposium on Imprecise Probabilities and Their Applications},

author = {Piatti, A. and Zaffalon, M. and Trojani, F.},

pages = {276--286},

year = {2005},

url = {http://www.sipta.org/isipta05/proceedings/papers/s020.pdf}

}

Downloadtitle = {Limits of learning from imperfect observations under prior ignorance: the case of the imprecise {D}irichlet model},

editor = {Cozman, F.G. and Nau, R. and Seidenfeld, T.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '05: Proceedings of the Fourth International Symposium on Imprecise Probabilities and Their Applications},

author = {Piatti, A. and Zaffalon, M. and Trojani, F.},

pages = {276--286},

year = {2005},

url = {http://www.sipta.org/isipta05/proceedings/papers/s020.pdf}

}

(2005). IDS: a divide-and-conquer algorithm for inference in polytree-shaped credal networks. In *Anais Do Encontro Nacional De Inteligencia Artificial (brazilian AI National Meeting)*, pp. 553–562.

@INPROCEEDINGS { decampos2005a,

title = {{IDS}: a divide-and-conquer algorithm for inference in polytree-shaped credal networks},

booktitle = {Anais Do Encontro Nacional De Inteligencia Artificial ({b}razilian {AI} National Meeting)},

author = {da Rocha, J.C.F. and de Campos, C.P. and Cozman, F.G.},

pages = {553--562},

year = {2005}

}

Downloadtitle = {{IDS}: a divide-and-conquer algorithm for inference in polytree-shaped credal networks},

booktitle = {Anais Do Encontro Nacional De Inteligencia Artificial ({b}razilian {AI} National Meeting)},

author = {da Rocha, J.C.F. and de Campos, C.P. and Cozman, F.G.},

pages = {553--562},

year = {2005}

}

(2005). Credible classification for environmental problems. *Environmental modelling and software* **20**(8), pp. 1003–1012.

@ARTICLE { zaffalon2005a,

title = {Credible classification for environmental problems},

journal = {Environmental {m}odelling and {s}oftware},

volume = {20},

author = {Zaffalon, M.},

number = {8},

pages = {1003--1012},

year = {2005},

doi = {10.1016/j.envsoft.2004.10.006}

}

Downloadtitle = {Credible classification for environmental problems},

journal = {Environmental {m}odelling and {s}oftware},

volume = {20},

author = {Zaffalon, M.},

number = {8},

pages = {1003--1012},

year = {2005},

doi = {10.1016/j.envsoft.2004.10.006}

}

(2005). Conservative rules for predictive inference with incomplete data. In Cozman, F.G., Nau, R., Seidenfeld, T. (Eds), *ISIPTA '05: Proceedings of the Fourth International Symposium on Imprecise Probabilities and Their Applications*, SIPTA, pp. 406–415.

@INPROCEEDINGS { zaffalon2005c,

title = {Conservative rules for predictive inference with incomplete data},

editor = {Cozman, F.G. and Nau, R. and Seidenfeld, T.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '05: Proceedings of the Fourth International Symposium on Imprecise Probabilities and Their Applications},

author = {Zaffalon, M.},

pages = {406--415},

year = {2005},

url = {http://www.sipta.org/isipta05/proceedings/papers/s038.pdf}

}

Downloadtitle = {Conservative rules for predictive inference with incomplete data},

editor = {Cozman, F.G. and Nau, R. and Seidenfeld, T.},

publisher = {SIPTA},

booktitle = {{ISIPTA} '05: Proceedings of the Fourth International Symposium on Imprecise Probabilities and Their Applications},

author = {Zaffalon, M.},

pages = {406--415},

year = {2005},

url = {http://www.sipta.org/isipta05/proceedings/papers/s038.pdf}

}

(2005). Robust inference of trees. *Annals of Mathematics and Artificial Intelligence* **45**(1–2), pp. 215–239.

@ARTICLE { zaffalon2005e,

title = {Robust inference of trees},

journal = {Annals of Mathematics and Artificial Intelligence},

volume = {45},

author = {Zaffalon, M. and Hutter, M.},

number = {1--2},

pages = {215--239},

year = {2005},

doi = {10.1007/s10472-005-9007-9}

}

Downloadtitle = {Robust inference of trees},

journal = {Annals of Mathematics and Artificial Intelligence},

volume = {45},

author = {Zaffalon, M. and Hutter, M.},

number = {1--2},

pages = {215--239},

year = {2005},

doi = {10.1007/s10472-005-9007-9}

}

top## 2004

## Assessing debris flow hazard by credal nets

## Hazard assessment of debris flows by credal networks

## Inference in credal networks using multilinear programming

## Updating beliefs with incomplete observations

## Local computation in credal networks

## Propositional and relational Bayesian networks associated with imprecise and qualitative probabilistic assessments

(2004). Assessing debris flow hazard by credal nets. In Lopez-Diaz, M., Gil, M.A., Grzegorzewski, P., Hryniewicz, O., Lawry, J. (Eds), *Proceedings of the Second International Conference on Soft Methods in Probability and Statistics (SMPS-2004) - Soft Methodology and Random Information Systems*, Springer, pp. 125–132.

@INPROCEEDINGS { antonucci2004b,

title = {Assessing debris flow hazard by credal nets},

editor = {Lopez-Diaz, M. and Gil, M.A. and Grzegorzewski, P. and Hryniewicz, O. and Lawry, J.},

publisher = {Springer},

booktitle = {Proceedings of the Second International Conference on Soft Methods in Probability and Statistics ({SMPS}-2004) - Soft Methodology and Random Information Systems},

author = {Antonucci, A. and Salvetti, A. and Zaffalon, M.},

pages = {125--132},

year = {2004}

}

Downloadtitle = {Assessing debris flow hazard by credal nets},

editor = {Lopez-Diaz, M. and Gil, M.A. and Grzegorzewski, P. and Hryniewicz, O. and Lawry, J.},

publisher = {Springer},

booktitle = {Proceedings of the Second International Conference on Soft Methods in Probability and Statistics ({SMPS}-2004) - Soft Methodology and Random Information Systems},

author = {Antonucci, A. and Salvetti, A. and Zaffalon, M.},

pages = {125--132},

year = {2004}

}

(2004). Hazard assessment of debris flows by credal networks. In Pahl-Wostl, C., Schmidt, S., Rizzoli, A.E., Jakeman, A.J. (Eds), *iEMSs 2004: Complexity and Integrated Resources Management, Transactions of the 2nd Biennial Meeting of the International Environmental Modelling and Software Society*, iEMSs, pp. 98–103.

@INPROCEEDINGS { antonucci2004a,

title = {Hazard assessment of debris flows by credal networks},

editor = {Pahl-Wostl, C. and Schmidt, S. and Rizzoli, A.E. and Jakeman, A.J.},

publisher = {iEMSs},

booktitle = {{iEMSs} 2004: Complexity and Integrated Resources Management, Transactions of the 2nd Biennial Meeting of the International Environmental Modelling and Software Society},

author = {Antonucci, A. and Salvetti, A. and Zaffalon, M.},

pages = {98--103},

year = {2004},

url = {http://www.iemss.org/iemss2004/pdf/ai/antohaza.pdf}

}

Downloadtitle = {Hazard assessment of debris flows by credal networks},

editor = {Pahl-Wostl, C. and Schmidt, S. and Rizzoli, A.E. and Jakeman, A.J.},

publisher = {iEMSs},

booktitle = {{iEMSs} 2004: Complexity and Integrated Resources Management, Transactions of the 2nd Biennial Meeting of the International Environmental Modelling and Software Society},

author = {Antonucci, A. and Salvetti, A. and Zaffalon, M.},

pages = {98--103},

year = {2004},

url = {http://www.iemss.org/iemss2004/pdf/ai/antohaza.pdf}

}

(2004). Inference in credal networks using multilinear programming. In *Second Starting AI Researcher Symposium*, IOS Press, Valencia, pp. 50–61.

@INPROCEEDINGS { decampos2004a,

title = {Inference in credal networks using multilinear programming},

publisher = {IOS Press},

address = {Valencia},

booktitle = {Second Starting {AI} Researcher Symposium},

author = {de Campos, C.P. and Cozman, F.G.},

pages = {50--61},

year = {2004}

}

Downloadtitle = {Inference in credal networks using multilinear programming},

publisher = {IOS Press},

address = {Valencia},

booktitle = {Second Starting {AI} Researcher Symposium},

author = {de Campos, C.P. and Cozman, F.G.},

pages = {50--61},

year = {2004}

}

(2004). Updating beliefs with incomplete observations. *Artificial Intelligence* **159**(1–2), pp. 75–125.

@ARTICLE { zaffalon2004a,

title = {Updating beliefs with incomplete observations},

journal = {Artificial Intelligence},

volume = {159},

author = {de Cooman, G. and Zaffalon, M.},

number = {1--2},

pages = {75--125},

year = {2004},

doi = {10.1016/j.artint.2004.05.006}

}

Downloadtitle = {Updating beliefs with incomplete observations},

journal = {Artificial Intelligence},

volume = {159},

author = {de Cooman, G. and Zaffalon, M.},

number = {1--2},

pages = {75--125},

year = {2004},

doi = {10.1016/j.artint.2004.05.006}

}

(2004). Local computation in credal networks. In *Workshop on Local Computation for Logics and Uncertainty*, IOS Press, Valencia, pp. 5–11.

@INPROCEEDINGS { decampos2004b,

title = {Local computation in credal networks},

publisher = {IOS Press},

address = {Valencia},

booktitle = {Workshop on Local Computation for Logics and Uncertainty},

author = {Cozman, F.G. and de Campos, C.P.},

pages = {5--11},

year = {2004}

}

Downloadtitle = {Local computation in credal networks},

publisher = {IOS Press},

address = {Valencia},

booktitle = {Workshop on Local Computation for Logics and Uncertainty},

author = {Cozman, F.G. and de Campos, C.P.},

pages = {5--11},

year = {2004}

}

(2004). Propositional and relational Bayesian networks associated with imprecise and qualitative probabilistic assessments. In *Conference on Uncertainty in Artificial Intelligence*, AUAI Press, Banff, pp. 104–111.

@INPROCEEDINGS { decampos2004c,

title = {Propositional and relational {B}ayesian networks associated with imprecise and qualitative probabilistic assessments},

publisher = {AUAI Press},

address = {Banff},

booktitle = {Conference on Uncertainty in Artificial Intelligence},

author = {Cozman, F.G. and de Campos, C.P. and Ide, J.S. and da Rocha, J.C.F.},

pages = {104--111},

year = {2004},

url = {http://uai.sis.pitt.edu/papers/04/p104-cozman.pdf}

}

Downloadtitle = {Propositional and relational {B}ayesian networks associated with imprecise and qualitative probabilistic assessments},

publisher = {AUAI Press},

address = {Banff},

booktitle = {Conference on Uncertainty in Artificial Intelligence},

author = {Cozman, F.G. and de Campos, C.P. and Ide, J.S. and da Rocha, J.C.F.},

pages = {104--111},

year = {2004},

url = {http://uai.sis.pitt.edu/papers/04/p104-cozman.pdf}

}

top## 2003

## Updating with incomplete observations

## Bayesian treatment of incomplete discrete data applied to mutual information and feature selection

## Inference in polytrees with sets of probabilities

## Tree-based credal networks for classification

## Reliable diagnoses of dementia by the naive credal classifier inferred from incomplete cognitive data

(2003). Updating with incomplete observations. In Kjærulff, U., Meek, C. (Eds), *Proceedings of the 19th Conference on Uncertainty in Artificial Intelligence (UAI-2002)*, Morgan Kaufmann, pp. 142–150.

@INPROCEEDINGS { zaffalon2003c,

title = {Updating with incomplete observations},

editor = {Kj\aerulff, U. and Meek, C.},

publisher = {Morgan Kaufmann},

booktitle = {Proceedings of the 19th Conference on Uncertainty in Artificial Intelligence ({UAI}-2002)},

author = {de Cooman, G. and Zaffalon, M.},

pages = {142--150},

year = {2003},

url = {http://uai.sis.pitt.edu/papers/03/p142-de_cooman.pdf}

}

Downloadtitle = {Updating with incomplete observations},

editor = {Kj\aerulff, U. and Meek, C.},

publisher = {Morgan Kaufmann},

booktitle = {Proceedings of the 19th Conference on Uncertainty in Artificial Intelligence ({UAI}-2002)},

author = {de Cooman, G. and Zaffalon, M.},

pages = {142--150},

year = {2003},

url = {http://uai.sis.pitt.edu/papers/03/p142-de_cooman.pdf}

}

(2003). Bayesian treatment of incomplete discrete data applied to mutual information and feature selection. In Günter, A., Kruse, R., Neumann, B. (Eds), *Proceedings of the 26th German Conference on Artificial Intelligence (KI-2003)*, Lecture Notes in Computer Science **2821**, Springer-Verlag, Heidelberg, pp. 396–406.

@INPROCEEDINGS { zaffalon2003d,

title = {Bayesian treatment of incomplete discrete data applied to mutual information and feature selection},

editor = {G\"unter, A. and Kruse, R. and Neumann, B.},

publisher = {Springer-Verlag},

address = {Heidelberg},

series = {Lecture Notes in Computer Science},

volume = {2821},

booktitle = {Proceedings of the 26th German Conference on Artificial Intelligence ({KI}-2003)},

author = {Hutter, M. and Zaffalon, M.},

pages = {396--406},

year = {2003},

doi = {10.1007/978-3-540-39451-8_29}

}

Downloadtitle = {Bayesian treatment of incomplete discrete data applied to mutual information and feature selection},

editor = {G\"unter, A. and Kruse, R. and Neumann, B.},

publisher = {Springer-Verlag},

address = {Heidelberg},

series = {Lecture Notes in Computer Science},

volume = {2821},

booktitle = {Proceedings of the 26th German Conference on Artificial Intelligence ({KI}-2003)},

author = {Hutter, M. and Zaffalon, M.},

pages = {396--406},

year = {2003},

doi = {10.1007/978-3-540-39451-8_29}

}

(2003). Inference in polytrees with sets of probabilities. In *UAI*, pp. 217–224.

@INPROCEEDINGS { decampos2003a,

title = {Inference in polytrees with sets of probabilities},

booktitle = {{UAI}},

author = {da Rocha, J.C.F. and Cozman, F.G. and de Campos, C.P.},

pages = {217--224},

year = {2003},

url = {http://uai.sis.pitt.edu/papers/03/p217-ferreira_da_rocha.pdf}

}

Downloadtitle = {Inference in polytrees with sets of probabilities},

booktitle = {{UAI}},

author = {da Rocha, J.C.F. and Cozman, F.G. and de Campos, C.P.},

pages = {217--224},

year = {2003},

url = {http://uai.sis.pitt.edu/papers/03/p217-ferreira_da_rocha.pdf}

}

(2003). Tree-based credal networks for classification. *Reliable Computing* **9**(6), pp. 487–509.

@ARTICLE { zaffalon2003b,

title = {Tree-based credal networks for classification},

journal = {Reliable Computing},

volume = {9},

author = {Zaffalon, M. and Fagiuoli, E.},

number = {6},

pages = {487--509},

year = {2003},

doi = {10.1023/A:1025822321743}

}

Downloadtitle = {Tree-based credal networks for classification},

journal = {Reliable Computing},

volume = {9},

author = {Zaffalon, M. and Fagiuoli, E.},

number = {6},

pages = {487--509},

year = {2003},

doi = {10.1023/A:1025822321743}

}

(2003). Reliable diagnoses of dementia by the naive credal classifier inferred from incomplete cognitive data. *Artificial Intelligence in Medicine* **29**(1–2), pp. 61–79.

@ARTICLE { zaffalon2003a,

title = {Reliable diagnoses of dementia by the naive credal classifier inferred from incomplete cognitive data},

journal = {Artificial Intelligence in Medicine},

volume = {29},

author = {Zaffalon, M. and Wesnes, K. and Petrini, O.},

number = {1--2},

pages = {61--79},

year = {2003},

doi = {10.1016/S0933-3657(03)00046-0}

}

Downloadtitle = {Reliable diagnoses of dementia by the naive credal classifier inferred from incomplete cognitive data},

journal = {Artificial Intelligence in Medicine},

volume = {29},

author = {Zaffalon, M. and Wesnes, K. and Petrini, O.},

number = {1--2},

pages = {61--79},

year = {2003},

doi = {10.1016/S0933-3657(03)00046-0}

}

top## 2002

## Computing with sets of probability measures

## Exact credal treatment of missing data

## The naive credal classifier

## Robust feature selection by mutual information distributions

## Credal classification for mining environmental data

(2002). Computing with sets of probability measures. In *SIAM Workshop on Validated Computing*, pp. 45–48.

@INPROCEEDINGS { decampos2002a,

title = {Computing with sets of probability measures},

booktitle = {{SIAM} Workshop on Validated Computing},

author = {Cozman, F.G. and da Rocha, J.C.F. and de Campos, C.P.},

pages = {45--48},

year = {2002},

url = {http://interval.louisiana.edu/conferences/VC02/abstracts/COZM.pdf}

}

Downloadtitle = {Computing with sets of probability measures},

booktitle = {{SIAM} Workshop on Validated Computing},

author = {Cozman, F.G. and da Rocha, J.C.F. and de Campos, C.P.},

pages = {45--48},

year = {2002},

url = {http://interval.louisiana.edu/conferences/VC02/abstracts/COZM.pdf}

}

(2002). Exact credal treatment of missing data. *Journal of Statistical Planning and Inference* **105**(1), pp. 105–122.

@ARTICLE { zaffalon2002b,

title = {Exact credal treatment of missing data},

journal = {Journal of Statistical Planning and Inference},

volume = {105},

author = {Zaffalon, M.},

number = {1},

pages = {105--122},

year = {2002},

doi = {10.1016/S0378-3758(01)00206-3}

}

Downloadtitle = {Exact credal treatment of missing data},

journal = {Journal of Statistical Planning and Inference},

volume = {105},

author = {Zaffalon, M.},

number = {1},

pages = {105--122},

year = {2002},

doi = {10.1016/S0378-3758(01)00206-3}

}

(2002). The naive credal classifier. *Journal of Statistical Planning and Inference* **105**(1), pp. 5–21.

@ARTICLE { zaffalon2002a,

title = {The naive credal classifier},

journal = {Journal of Statistical Planning and Inference},

volume = {105},

author = {Zaffalon, M.},

number = {1},

pages = {5--21},

year = {2002},

doi = {10.1016/S0378-3758(01)00201-4}

}

Downloadtitle = {The naive credal classifier},

journal = {Journal of Statistical Planning and Inference},

volume = {105},

author = {Zaffalon, M.},

number = {1},

pages = {5--21},

year = {2002},

doi = {10.1016/S0378-3758(01)00201-4}

}

(2002). Robust feature selection by mutual information distributions. In Darwiche, A., Friedman, N. (Eds), *Proceedings of the 18th Conference on Uncertainty in Artificial Intelligence (UAI-2002)*, Morgan Kaufmann, pp. 577–584.

@INPROCEEDINGS { zaffalon2002c,

title = {Robust feature selection by mutual information distributions},

editor = {Darwiche, A. and Friedman, N.},

publisher = {Morgan Kaufmann},

booktitle = {Proceedings of the 18th Conference on Uncertainty in Artificial Intelligence ({UAI}-2002)},

author = {Zaffalon, M. and Hutter, M.},

pages = {577--584},

year = {2002},

url = {http://uai.sis.pitt.edu/papers/02/p577-zaffalon.pdf}

}

Downloadtitle = {Robust feature selection by mutual information distributions},

editor = {Darwiche, A. and Friedman, N.},

publisher = {Morgan Kaufmann},

booktitle = {Proceedings of the 18th Conference on Uncertainty in Artificial Intelligence ({UAI}-2002)},

author = {Zaffalon, M. and Hutter, M.},

pages = {577--584},

year = {2002},

url = {http://uai.sis.pitt.edu/papers/02/p577-zaffalon.pdf}

}

(2002). Credal classification for mining environmental data. In Rizzoli, A.E., Jakeman, A.J. (Eds), *iEMSs 2002: Integrated Assessment and Decision Support (transactions of the 1st Biennial Meeting of the International Environmental Modelling and Software Society)*, iEMSs, Manno, Switzerland, pp. 72–77.

@INPROCEEDINGS { zaffalon2002d,

title = {Credal classification for mining environmental data},

editor = {Rizzoli, A.E. and Jakeman, A.J.},

publisher = {iEMSs},

address = {Manno, Switzerland},

booktitle = {{iEMSs} 2002: Integrated Assessment and Decision Support ({t}ransactions of the 1st Biennial Meeting of the International Environmental Modelling and Software Society)},

author = {Zaffalon, M.},

pages = {72--77},

year = {2002},

url = {http://www.iemss.org/iemss2002/proceedings/pdf/volume\%20due/95_zaffalon.pdf}

}

Downloadtitle = {Credal classification for mining environmental data},

editor = {Rizzoli, A.E. and Jakeman, A.J.},

publisher = {iEMSs},

address = {Manno, Switzerland},

booktitle = {{iEMSs} 2002: Integrated Assessment and Decision Support ({t}ransactions of the 1st Biennial Meeting of the International Environmental Modelling and Software Society)},

author = {Zaffalon, M.},

pages = {72--77},

year = {2002},

url = {http://www.iemss.org/iemss2002/proceedings/pdf/volume\%20due/95_zaffalon.pdf}

}

top## 2001

## Statistical inference of the naive credal classifier

## Robust discovery of tree-dependency structures

## Credal classification for dementia screening

(2001). Statistical inference of the naive credal classifier. In de Cooman, G., Fine, T.L., Seidenfeld, T. (Eds), *ISIPTA '01: Proceedings of the Second International Symposium on Imprecise Probabilities and Their Applications*, Shaker, The Netherlands, pp. 384–393.

@INPROCEEDINGS { zaffalon2001b,

title = {Statistical inference of the naive credal classifier},

editor = {de Cooman, G. and Fine, T.L. and Seidenfeld, T.},

publisher = {Shaker},

address = {The Netherlands},

booktitle = {{ISIPTA} '01: Proceedings of the Second International Symposium on Imprecise Probabilities and Their Applications},

author = {Zaffalon, M.},

pages = {384--393},

year = {2001},

url = {http://www.sipta.org/isipta01/proceedings/s035.pdf}

}

Downloadtitle = {Statistical inference of the naive credal classifier},

editor = {de Cooman, G. and Fine, T.L. and Seidenfeld, T.},

publisher = {Shaker},

address = {The Netherlands},

booktitle = {{ISIPTA} '01: Proceedings of the Second International Symposium on Imprecise Probabilities and Their Applications},

author = {Zaffalon, M.},

pages = {384--393},

year = {2001},

url = {http://www.sipta.org/isipta01/proceedings/s035.pdf}

}

(2001). Robust discovery of tree-dependency structures. In de Cooman, G., Fine, T.L., Seidenfeld, T. (Eds), *ISIPTA '01: Proceedings of the Second International Symposium on Imprecise Probabilities and Their Applications*, Shaker, The Netherlands, pp. 394–403.

@INPROCEEDINGS { zaffalon2001c,

title = {Robust discovery of tree-dependency structures},

editor = {de Cooman, G. and Fine, T.L. and Seidenfeld, T.},

publisher = {Shaker},

address = {The Netherlands},

booktitle = {{ISIPTA} '01: Proceedings of the Second International Symposium on Imprecise Probabilities and Their Applications},

author = {Zaffalon, M.},

pages = {394--403},

year = {2001},

url = {http://www.sipta.org/isipta01/proceedings/s037.pdf}

}

Downloadtitle = {Robust discovery of tree-dependency structures},

editor = {de Cooman, G. and Fine, T.L. and Seidenfeld, T.},

publisher = {Shaker},

address = {The Netherlands},

booktitle = {{ISIPTA} '01: Proceedings of the Second International Symposium on Imprecise Probabilities and Their Applications},

author = {Zaffalon, M.},

pages = {394--403},

year = {2001},

url = {http://www.sipta.org/isipta01/proceedings/s037.pdf}

}

(2001). Credal classification for dementia screening. In Quaglini, S., Barahona, P., Andreassen, S. (Eds), *AIME'01*, Lecture Notes in Computer Science **2101**, Springer-Verlag, pp. 67–76.

@INPROCEEDINGS { zaffalon2001d,

title = {Credal classification for dementia screening},

editor = {Quaglini, S. and Barahona, P. and Andreassen, S.},

publisher = {Springer-Verlag},

series = {Lecture Notes in Computer Science},

volume = {2101},

booktitle = {{AIME'01}},

author = {Zaffalon, M. and Wesnes, K. and Petrini, O.},

pages = {67--76},

year = {2001},

doi = {10.1007/3-540-48229-6_10}

}

Downloadtitle = {Credal classification for dementia screening},

editor = {Quaglini, S. and Barahona, P. and Andreassen, S.},

publisher = {Springer-Verlag},

series = {Lecture Notes in Computer Science},

volume = {2101},

booktitle = {{AIME'01}},

author = {Zaffalon, M. and Wesnes, K. and Petrini, O.},

pages = {67--76},

year = {2001},

doi = {10.1007/3-540-48229-6_10}

}

top## 2000

## Tree-augmented naive credal classifiers

(2000). Tree-augmented naive credal classifiers. In *IPMU 2000: Proceedings of the 8th Information Processing and Management of Uncertainty in Knowledge-based Systems Conference*, Universidad Politècnica de Madrid, Madrid, pp. 1320–1327.

@INPROCEEDINGS { zaffalon2000a,

title = {Tree-augmented naive credal classifiers},

publisher = {Universidad Polit\`ecnica de Madrid},

address = {Madrid},

booktitle = {{IPMU} 2000: Proceedings of the 8th Information Processing and Management of Uncertainty in Knowledge-{b}ased Systems Conference},

author = {Fagiuoli, E. and Zaffalon, M.},

pages = {1320--1327},

year = {2000}

}

Downloadtitle = {Tree-augmented naive credal classifiers},

publisher = {Universidad Polit\`ecnica de Madrid},

address = {Madrid},

booktitle = {{IPMU} 2000: Proceedings of the 8th Information Processing and Management of Uncertainty in Knowledge-{b}ased Systems Conference},

author = {Fagiuoli, E. and Zaffalon, M.},

pages = {1320--1327},

year = {2000}

}

top## 1999

## A credal approach to naive classification

(1999). A credal approach to naive classification. In de Cooman, G., Cozman, F.G., Moral, S., Walley, P. (Eds), *ISIPTA '99: Proceedings of the First International Symposium on Imprecise Probabilities and Their Applications*, Universiteit Gent, Belgium, pp. 405–414.

@INPROCEEDINGS { zaffalon1999a,

title = {A credal approach to naive classification},

editor = {de Cooman, G. and Cozman, F.G. and Moral, S. and Walley, P.},

address = {Universiteit Gent, Belgium},

booktitle = {{ISIPTA} '99: Proceedings of the First International Symposium on Imprecise Probabilities and Their Applications},

author = {Zaffalon, M.},

pages = {405--414},

year = {1999},

url = {ftp://decsai.ugr.es/pub/utai/other/smc/isipta99/019.pdf}

}

Downloadtitle = {A credal approach to naive classification},

editor = {de Cooman, G. and Cozman, F.G. and Moral, S. and Walley, P.},

address = {Universiteit Gent, Belgium},

booktitle = {{ISIPTA} '99: Proceedings of the First International Symposium on Imprecise Probabilities and Their Applications},

author = {Zaffalon, M.},

pages = {405--414},

year = {1999},

url = {ftp://decsai.ugr.es/pub/utai/other/smc/isipta99/019.pdf}

}

top## 1998

## A note about redundancy in influence diagrams

## 2U: an exact interval propagation algorithm for polytrees with binary variables

(1998). A note about redundancy in influence diagrams. *International Journal of Approximate Reasoning* **19**(3–4), pp. 231–246.

@ARTICLE { zaffalon1998b,

title = {A note about redundancy in influence diagrams},

journal = {International Journal of Approximate Reasoning},

volume = {19},

author = {Fagiuoli, E. and Zaffalon, M.},

number = {3--4},

pages = {231--246},

year = {1998},

doi = {10.1016/S0888-613X(98)10015-4}

}

Downloadtitle = {A note about redundancy in influence diagrams},

journal = {International Journal of Approximate Reasoning},

volume = {19},

author = {Fagiuoli, E. and Zaffalon, M.},

number = {3--4},

pages = {231--246},

year = {1998},

doi = {10.1016/S0888-613X(98)10015-4}

}

(1998). 2U: an exact interval propagation algorithm for polytrees with binary variables. *Artificial Intelligence* **106**(1), pp. 77–107.

@ARTICLE { zaffalon1998c,

title = {{2U}: an exact interval propagation algorithm for polytrees with binary variables},

journal = {Artificial Intelligence},

volume = {106},

author = {Fagiuoli, E. and Zaffalon, M.},

number = {1},

pages = {77--107},

year = {1998},

doi = {10.1016/S0004-3702(98)00089-7}

}

Downloadtitle = {{2U}: an exact interval propagation algorithm for polytrees with binary variables},

journal = {Artificial Intelligence},

volume = {106},

author = {Fagiuoli, E. and Zaffalon, M.},

number = {1},

pages = {77--107},

year = {1998},

doi = {10.1016/S0004-3702(98)00089-7}

}

top## 2013

## Algorithms and Complexity Results for Discrete Probabilistic Reasoning Tasks

(2013). Algorithms and Complexity Results for Discrete Probabilistic Reasoning Tasks. Ph.D thesis, Università della Svizzera italiana.

@PHDTHESIS { maua2013,

title = {Algorithms and {C}omplexity {R}esults for {D}iscrete {P}robabilistic {R}easoning {T}asks},

author = {Mau\'a, D.D.},

year = {2013},

institution = {Universit\`a della Svizzera italiana},

url = {http://doc.rero.ch/record/203103?ln=en}

}

Downloadtitle = {Algorithms and {C}omplexity {R}esults for {D}iscrete {P}robabilistic {R}easoning {T}asks},

author = {Mau\'a, D.D.},

year = {2013},

institution = {Universit\`a della Svizzera italiana},

url = {http://doc.rero.ch/record/203103?ln=en}

}

top## 2008

## Imprecise Probabilistic Graphical Models: Equivalent Representations, Inference Algorithms and Applications

(2008). Imprecise Probabilistic Graphical Models: Equivalent Representations, Inference Algorithms and Applications. Ph.D thesis, Università della Svizzera Italiana.

@PHDTHESIS { antonucci,

title = {Imprecise {P}robabilistic {G}raphical {M}odels: {E}quivalent {R}epresentations, {I}nference {A}lgorithms and {A}pplications},

author = {Antonucci, A.},

year = {2008},

institution = {Universit\`a della Svizzera Italiana},

url = {http://doc.rero.ch/record/10745?ln=en}

}

Downloadtitle = {Imprecise {P}robabilistic {G}raphical {M}odels: {E}quivalent {R}epresentations, {I}nference {A}lgorithms and {A}pplications},

author = {Antonucci, A.},

year = {2008},

institution = {Universit\`a della Svizzera Italiana},

url = {http://doc.rero.ch/record/10745?ln=en}

}

top## 2007

## ISIPTA '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications

de Cooman, G., Vejnarova, J., Zaffalon, M. (Eds), *ISIPTA '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications*, Action M Agency, Prague.

@BOOK { zaffalon2007d,

title = {{ISIPTA} '07: {P}roceedings of the {F}ifth {I}nternational {S}ymposium on {I}mprecise {P}robability: {T}heories and {A}pplications},

editor = {de Cooman, G. and Vejnarova, J. and Zaffalon, M.},

publisher = {Action M Agency},

address = {Prague},

year = {2007},

url = {http://www.sipta.org/isipta07/proceedings/}

}

Downloadtitle = {{ISIPTA} '07: {P}roceedings of the {F}ifth {I}nternational {S}ymposium on {I}mprecise {P}robability: {T}heories and {A}pplications},

editor = {de Cooman, G. and Vejnarova, J. and Zaffalon, M.},

publisher = {Action M Agency},

address = {Prague},

year = {2007},

url = {http://www.sipta.org/isipta07/proceedings/}

}

top## 2003

## ISIPTA '03: Proceedings of the Third International Symposium on Imprecise Probabilities and Their Applications

Bernard, J.-M., Seidenfeld, T., Zaffalon, M. (Eds), *ISIPTA '03: Proceedings of the Third International Symposium on Imprecise Probabilities and Their Applications*, Proceedings in Informatics 18, Carleton Scientific, Canada.

@BOOK { zaffalon2003e,

title = {{ISIPTA} '03: {P}roceedings of the {T}hird {I}nternational {S}ymposium on {I}mprecise {P}robabilities and {T}heir {A}pplications},

editor = {Bernard, J.-M. and Seidenfeld, T. and Zaffalon, M.},

publisher = {Carleton Scientific},

address = {Canada},

year = {2003},

url = {http://www.sipta.org/isipta03/proc/}

}

Downloadtitle = {{ISIPTA} '03: {P}roceedings of the {T}hird {I}nternational {S}ymposium on {I}mprecise {P}robabilities and {T}heir {A}pplications},

editor = {Bernard, J.-M. and Seidenfeld, T. and Zaffalon, M.},

publisher = {Carleton Scientific},

address = {Canada},

year = {2003},

url = {http://www.sipta.org/isipta03/proc/}

}