Papers

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.
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2014

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

Probabilistic graphical models

@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}
}
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Benavoli, A. (2014). Belief function and multivalued mapping robustness in statistical estimation. International Journal of Approximate Reasoning 55(1, Part 3), pp. 311–329.

Belief function and multivalued mapping robustness in statistical estimation

@ARTICLE { benavoli2013a,
   title = {Belief function and multivalued mapping robustness in statistical estimation},
   journal = {International Journal of Approximate Reasoning},
   volume = {55(1, Part 3)},
   author = {Benavoli, A.},
   pages = {311-329},
   year = {2014},
   doi = {10.1016/j.ijar.2013.04.014}
}
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Corani, G., Abellán, J., Masegosa, A., Moral, S., Zaffalon, M. (2014). Classification. In Augustin,T., Coolen,F., de Cooman,G., Troffaes,M. (Eds), Introduction to Imprecise Probabilities, Wiley.

Classification

@INBOOK { 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.},
   year = {2014},
   url = {http://eu.wiley.com/WileyCDA/WileyTitle/productCd-0470973811.html}
}
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Corani, G., Antonucci, A. (2014). Credal Ensembles of Classifiers . Computational Statistics & Data Analysis 71, pp. 818–831.

Credal Ensembles of Classifiers

@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}
}
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Cozman, F.G., de Campos, C.P. (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.

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

@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}
}
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Polpo, A., de Campos, C.P., Sinha, D., Lipsitz, S., Lin, J. (2014). Transform both sides model: a parametric approach. Computational Statistics and Data Analysis 71, pp. 903–913.

Transform both sides model: a parametric approach

@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}
}
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2013

Antonucci, A., de Campos, C.P., Huber, D., Zaffalon, M. (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.

Approximating credal network inferences by linear programming

@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}
}
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Antonucci, A., Corani, G., Mauá, D.D., Gabaglio, S. (2013). An ensemble of Bayesian networks for multilabel classification. In Proceedings of the 23rd International Joint Conference on Artificial Intelligence (IJCAI-13).

An ensemble of Bayesian networks for multilabel classification

@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}
}
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Antonucci, A., Huber, D., Zaffalon, M., Luginbuehl, P., Chapman, I., Ladouceur, R. (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.

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

@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}
}
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Antonucci, A., de Rosa, R., Giusti, A., Cuzzolin, F. (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.

Temporal data classification by imprecise dynamical models

@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}
}
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Benavoli, A. (2013). The generalised moment-based filter. Automatic Control, IEEE Transactions on 58(10), pp. 2642–2647.

The generalised moment-based filter

@ARTICLE { benavoli2013b,
   title = {The generalised moment-based filter},
   journal = {Automatic Control, {IEEE} Transactions on},
   volume = {58},
   author = {Benavoli, A.},
   number = {10},
   pages = {2642--2647},
   year = {2013},
   doi = {10.1109/TAC.2013.2255971}
}
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Benavoli, A. (2013). Imprecise hierarchical Dirichlet model with applications. In Information Fusion (fusion), 2013 Proc. Of the 16th International Conference on, pp. 1918–1925.

Imprecise hierarchical Dirichlet model with applications

@INPROCEEDINGS { benavoli2013d,
   title = {Imprecise hierarchical {D}irichlet model with applications},
   booktitle = {Information Fusion ({f}usion), 2013 Proc. Of the 16th International Conference on},
   author = {Benavoli, A.},
   pages = {1918 -1925},
   year = {2013},
   url = {http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6641239&isnumber=6641065}
}
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Benavoli, A., Papi, F. (2013). Set-membership PHD filter. In Information Fusion (fusion), 2013 Proc. Of the 16th International Conference on, pp. 1722–1729.

Set-membership PHD filter

@INPROCEEDINGS { benavoli2013c,
   title = {Set-membership {PHD} filter},
   booktitle = {Information Fusion ({f}usion), 2013 Proc. Of the 16th International Conference on},
   author = {Benavoli, A. and Papi, F.},
   pages = {1722-1729},
   year = {2013},
   url = {http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6641211&isnumber=6641065}
}
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Benavoli, A., Zaffalon, M. (2013). Density-ratio robustness in dynamic state estimation. Mechanical Systems and Signal Processing 37(1–2), pp. 54–75.

Density-ratio robustness in dynamic state estimation

@ARTICLE { benavoli2012g,
   title = {Density-ratio robustness in dynamic state estimation},
   journal = {Mechanical Systems and Signal Processing},
   volume = {37},
   author = {Benavoli, A. and Zaffalon, M.},
   number = {1--2},
   pages = {54--75},
   year = {2013},
   doi = {10.1016/j.ymssp.2012.09.004},
   url = {http://www.idsia.ch/~alessio/benavoli2012g.pdf}
}
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de Campos, C.P., Cozman, F.G. (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.

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

@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}
}
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Corani, G., Magli, M., Giusti, A., Gianaroli,L., Gambardella,L. (2013). A Bayesian network model for predicting pregnancy after in vitro fertilization. Computers in Biology and Medicine 43(11), pp. 1783–1792.

A Bayesian network model for predicting pregnancy after in vitro fertilization

@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}
}
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Corani, G., Mignatti, A. (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.

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

@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}
}
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Gianaroli,L., Magli,M.C., Gambardella,L., Giusti,A., Grugnetti,C., Corani,G. (2013). Objective way to support embryo transfer: a probabilistic decision. Human Reproduction 28(5), pp. 1210–1220.

Objective way to support embryo transfer: a probabilistic decision

@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}
}
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von Hohenstaufen, K.A., Conconi, A., de Campos, C.P., Franceschetti, S., Bertoni, F., Margiotta Casaluci, G., Stathis, A., Ghielmini, M., Stussi, G., Cavalli, F., Gaidano, G., Zucca, E. (2013). Prognostic impact of monocyte count at presentation in mantle cell lymphoma. British Journal of Haematology 162(4), pp. 465–473.

Prognostic impact of monocyte count at presentation in mantle cell lymphoma

@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}
}
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Mangili, F., Benavoli, A. (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.

New prior near-ignorance models on the simplex

@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}
}
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Mauá, D.D., de Campos, C.P., Benavoli, A., Antonucci, A. (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.

On the complexity of strong and epistemic credal networks

@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}
}
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Mauá, D.D., de Campos, C.P., Zaffalon, M. (2013). On the complexity of solving polytree-shaped limited memory influence diagrams with binary variables. Artificial Intelligence 205, pp. 30–38.

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

@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}
}
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Miranda, E., Zaffalon, M. (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.

Conglomerable coherent lower previsions

@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}
}
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Miranda, E., Zaffalon, M. (2013). Conglomerable coherence. International Journal of Approximate Reasoning 54(9), pp. 1322–1350.

Conglomerable coherence

@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}
}
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Miranda, E., Zaffalon, M. (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.

Computing the conglomerable natural extension

@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}
}
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Zaffalon, M., Miranda, E. (2013). Probability and time. Artificial Intelligence 198, pp. 1–51.

Probability and time

@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}
}
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2012

Antonucci, A. (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.

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

@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}
}
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Antonucci, A., Cattaneo, M.E.V.G., Corani, G. (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.

Likelihood-based robust classification with Bayesian networks

@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}
}
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Antonucci, A., Corani, G., Gabaglio, S. (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.

Active learning by the naive credal classifier

@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}
}
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Battistelli, G., Benavoli, A., Chisci, L. (2012). State estimation with remote sensors and intermittent transmissions. Systems & Control Letters 61(1), pp. 155–164.

State estimation with remote sensors and intermittent transmissions

@ARTICLE { benavoli2012d,
   title = {State estimation with remote sensors and intermittent transmissions},
   journal = {Systems & Control Letters},
   volume = {61},
   author = {Battistelli, G. and Benavoli, A. and Chisci, L.},
   number = {1},
   pages = {155--164},
   year = {2012},
   doi = {10.1016/j.sysconle.2011.10.005}
}
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Battistelli, G., Benavoli, A., Chisci, L. (2012). Data-driven communication for state estimation with sensor networks. Automatica 48(5), pp. 926–935.

Data-driven communication for state estimation with sensor networks

@ARTICLE { benavoli2012c,
   title = {Data-driven communication for state estimation with sensor networks},
   journal = {Automatica},
   volume = {48},
   author = {Battistelli, G. and Benavoli, A. and Chisci, L.},
   number = {5},
   pages = {926--935},
   year = {2012},
   doi = {10.1016/j.automatica.2012.02.028}
}
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Battistelli, G., Benavoli, A., Chisci, L. (2012). Data-driven strategies for selective data transmission in sensor networks. In CDC 2012, Proc. of the 51st Ieee Conference on Decision and Control, Maui, Usa, pp. 1–6.

Data-driven strategies for selective data transmission in sensor networks

@INPROCEEDINGS { benavoli2012f,
   title = {Data-driven strategies for selective data transmission in sensor networks},
   booktitle = {{CDC} 2012, Proc. {o}f the 51st Ieee Conference on Decision and Control, Maui, Usa},
   author = {Battistelli, G. and Benavoli, A. and Chisci, L.},
   pages = {1-6},
   year = {2012}
}
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Benavoli, A. (2012). Belief function robustness in estimation. In Denoeux, T., Masson, M.-H. (Eds), Belief Functions: Theory and Applications, Advances in Intelligent and Soft Computing 164, Springer Berlin / Heidelberg, pp. 375–383.

Belief function robustness in estimation

@INCOLLECTION { benavoli2012a,
   title = {Belief function robustness in estimation},
   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 = {Benavoli, A.},
   pages = {375--383},
   year = {2012},
   doi = {10.1007/978-3-642-29461-7_44}
}
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Benavoli, A., Noack, B. (2012). Pushing Kalman's idea to the extremes. In In Information Fusion (FUSION), 2012 Proc. of the 15th International Conference on, pp. 1–8.

Pushing Kalman's idea to the extremes

@INPROCEEDINGS { benavoli2012e,
   title = {Pushing {K}alman's idea to the extremes},
   booktitle = {In Information Fusion ({FUSION}), 2012 Proc. {o}f the 15th International Conference on},
   author = {Benavoli, A. and Noack, B.},
   pages = {1-8},
   year = {2012}
}
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Benavoli, A., Zaffalon, M. (2012). A model of prior ignorance for inferences in the one-parameter exponential family. Journal of Statistical Planning and Inference 142(7), pp. 1960–1979.

A model of prior ignorance for inferences in the one-parameter exponential family

@ARTICLE { benavoli2012b,
   title = {A model of prior ignorance for inferences in the one-parameter exponential family},
   journal = {Journal of Statistical Planning and Inference},
   volume = {142},
   author = {Benavoli, A. and Zaffalon, M.},
   number = {7},
   pages = {1960--1979},
   year = {2012},
   doi = {10.1016/j.jspi.2012.01.023}
}
Download
Corani, G., Antonucci, A., De Rosa, R. (2012). Compression-based AODE classifiers. In De Raedt, L. et al. (Ed), Proc. 20th European Conference on Artificial Intelligence (ECAI 2012), pp. 264–269.

Compression-based AODE classifiers

@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}
}
Download
Corani, G., Antonucci, A., Zaffalon, M. (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.

Bayesian networks with imprecise probabilities: theory and application to classification

@INCOLLECTION { corani2012c,
   title = {Bayesian networks with imprecise probabilities: theory and application to classification},
   editor = {Holmes, D.E. and Jain, L.C.},
   publisher = {Springer, Berlin / Heidelberg},
   series = {Intelligent Systems Reference Library},
   volume = {23},
   booktitle = {Data Mining: Foundations and Intelligent Paradigms},
   author = {Corani, G. and Antonucci, A. and Zaffalon, M.},
   pages = {49--93},
   year = {2012},
   doi = {10.1007/978-3-642-23166-7_4}
}
Download
Corani, G., Magli, C., Giusti, A., Gianaroli, L., Gambardella, L. (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.

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

@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}
}
Download
Magli, C., Corani, G., Giusti, A., Castelletti, E., Gambardella, L., Gianaroli, L. (2012). A prognostic model for multiple-embryo transfers. Human Reproduction (Supplement: Abstract book, Proc. Annual Meeting ESHRE 2012) 27(2).

A prognostic model for multiple-embryo transfers

@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}
}
Download
Mauá, D.D., de Campos, C.P., Zaffalon, M. (2012). Solving limited memory influence diagrams. Journal of Artificial Intelligence Research 44, pp. 97–140.

Solving limited memory influence diagrams

@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.},
   pages = {97--140},
   year = {2012},
   url = {http://www.jair.org/media/3625/live-3625-6282-jair.pdf}
}
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Mauá, D.D., de Campos, C.P., Zaffalon, M. (2012). Updating credal networks is approximable in polynomial time. International Journal of Approximate Reasoning 53(8), pp. 1183–1199.

Updating credal networks is approximable in polynomial time

@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}
}
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Mauá, D.D., de Campos, C.P. (2012). Anytime marginal map inference. In Proceedings of the 28th International Conference on Machine Learning (ICML 2012), pp. 1471–1478.

Anytime marginal map inference

@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 },
   year = {2012},
   url = {http://icml.cc/2012/papers/728.pdf}
}
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Mauá, D.D., de Campos, C.P., Zaffalon, M. (2012). The complexity of approximately solving influence diagrams. In Proceedings of the 28th Conference on Uncertainty in Artificial Intelligence (UAI 2012), pp. 604–613.

The complexity of approximately solving influence diagrams

@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}
}
Download
Mignatti, A., Corani, G., Rizzoli, A.E. (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).

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

@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}
}
Download
Miranda, E., Zaffalon, M., de Cooman, G. (2012). Conglomerable natural extension. International Journal of Approximate Reasoning 53(8), pp. 1200–1227.

Conglomerable natural extension

@ARTICLE { zaffalon2012b,
   title = {Conglomerable natural extension},
   journal = {International Journal of Approximate Reasoning},
   volume = {53},
   author = {Miranda, E. and Zaffalon, M. and de Cooman, G.},
   number = {8},
   pages = {1200--1227},
   year = {2012},
   doi = {10.1016/j.ijar.2012.06.015}
}
Download
Zaffalon, M., Corani, G., Mauá, D.D. (2012). Evaluating credal classifiers by utility-discounted predictive accuracy. International Journal of Approximate Reasoning 53(8), pp. 1282–1301.

Evaluating credal classifiers by utility-discounted predictive accuracy

@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},
   pages = {1282--1301},
   year = {2012},
   doi = {10.1016/j.ijar.2012.06.022}
}
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2011

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

The imprecise noisy-or gate

@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}
}
Download
Antonucci, A., de Campos, C.P. (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.

Decision making by credal nets

@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}
}
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Antonucci, A., Cattaneo, M., Corani, G. (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.

Likelihood-based naive credal classifier

@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}
}
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Antonucci, A., de Rosa, R., Giusti, A. (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.

Action recognition by imprecise hidden markov models

@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}
}
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Benavoli, A., Chisci, L. (2011). Robust stochastic control based on imprecise probabilities. In Proc. of the 18th IFAC World Congress, pp. 4606–4613.

Robust stochastic control based on imprecise probabilities

@INPROCEEDINGS { benavoli2011a,
   title = {Robust stochastic control based on imprecise probabilities},
   booktitle = {Proc. {o}f the 18th {IFAC} World Congress},
   author = {Benavoli, A. and Chisci, L.},
   pages = {4606--4613},
   year = {2011}
}
Download
Benavoli, A., Ristic, B. (2011). Classification with imprecise likelihoods: a comparison of TBM, random set and imprecise probability approach. In Information Fusion (FUSION), 2011 Proc. of the 14th International Conference on, pp. 1–8.

Classification with imprecise likelihoods: a comparison of TBM, random set and imprecise probability approach

@INPROCEEDINGS { benavoli2011b,
   title = {Classification with imprecise likelihoods: a comparison of {TBM}, random set and imprecise probability approach},
   booktitle = {Information Fusion ({FUSION}), 2011 Proc. {o}f the 14th International Conference on},
   author = {Benavoli, A. and Ristic, B.},
   pages = {1--8},
   year = {2011}
}
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Benavoli, A., Zaffalon, M. (2011). A discussion on learning and prior ignorance for sets of priors in the one-parameter exponential family. In ISIPTA '11: Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications, Innsbruck (AU), pp. 1–10.

A discussion on learning and prior ignorance for sets of priors in the one-parameter exponential family

@INPROCEEDINGS { benavoli2011c,
   title = {A discussion on learning and prior ignorance for sets of priors in the one-parameter exponential family},
   address = {Innsbruck (AU)},
   booktitle = {{ISIPTA} '11: Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications},
   author = {Benavoli, A. and Zaffalon, M.},
   pages = {1--10},
   year = {2011},
   url = {http://www.sipta.org/isipta11/proceedings/papers/s027.pdf}
}
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Benavoli, A., Zaffalon, M., Miranda, E. (2011). Robust filtering through coherent lower previsions. Automatic Control, IEEE Transactions on 56(7), pp. 1567–1581.

Robust filtering through coherent lower previsions

@ARTICLE { benavoli2011d,
   title = {Robust filtering through coherent lower previsions},
   journal = {Automatic Control, {IEEE} Transactions on},
   volume = {56},
   author = {Benavoli, A. and Zaffalon, M. and Miranda, E.},
   number = {7},
   pages = {1567--1581},
   year = {2011},
   doi = {10.1109/TAC.2010.2090707}
}
Download
de Campos, C.P. (2011). New complexity results for MAP in Bayesian networks. In International Joint Conference on Artificial Intelligence (IJCAI), AAAI Press, pp. 2100–2106.

New complexity results for MAP in Bayesian networks

@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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de Campos, C.P., Benavoli, A. (2011). Inference with multinomial data: why to weaken the prior strength. In International Joint Conference on Artificial Intelligence (IJCAI), AAAI Press, pp. 2107–2112.

Inference with multinomial data: why to weaken the prior strength

@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},
   year = {2011},
   url = {http://ijcai.org/papers11/Papers/IJCAI11-352.pdf}
}
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de Campos, C.P., Ji, Q. (2011). Efficient structure learning of Bayesian networks using constraints. Journal of Machine Learning Research 12, pp. 663–689.

Efficient structure learning of Bayesian networks using constraints

@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}
}
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de Campos, C., Ji, Q. (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.

Bayesian networks and the imprecise Dirichlet model applied to recognition problems

@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},
   author = {de Campos, C. and Ji, Q.},
   pages = {158--169},
   year = {2011},
   doi = {10.1007/978-3-642-22152-1_14}
}
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de Cooman, G., Miranda, E., Zaffalon, M. (2011). Independent natural extension. Artificial Intelligence 175, pp. 1911–1950.

Independent natural extension

@ARTICLE { zaffalon2011a,
   title = {Independent natural extension},
   journal = {Artificial Intelligence},
   volume = {175},
   author = {de Cooman, G. and Miranda, E. and Zaffalon, M.},
   pages = {1911--1950},
   year = {2011},
   doi = {10.1016/j.artint.2011.06.001}
}
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Mauá, D.D., de Campos, C.P. (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.

Solving decision problems with limited information

@INCOLLECTION { maua2011a,
   title = {Solving decision problems with limited information},
   editor = {Shawe-Taylor, J. and Zemel, R.S. and Bartlett, P. and Pereira, F.C.N. and Weinberger, K.Q.},
   booktitle = {Advances in Neural Information Processing Systems 24 ({NIPS} 2011)},
   author = {Mau\'a, D.D. and de Campos, C.P.},
   pages = {603--611},
   year = {2011},
   url = {http://books.nips.cc/papers/files/nips24/NIPS2011_0422.pdf}
}
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Mauá, D.D., de Campos, C.P., Zaffalon, M. (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.

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

@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},
   booktitle = {{ISIPTA} '11: Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications},
   author = {Mau\'a, D.D. and de Campos, C.P. and Zaffalon, M.},
   pages = {277--286},
   year = {2011},
   url = {http://leo.ugr.es/sipta/isipta11/proceedings/papers/s035.pdf}
}
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Miranda, E., Zaffalon, M., de Cooman, G. (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.

Conglomerable natural extension

@INPROCEEDINGS { zaffalon2011c,
   title = {Conglomerable natural extension},
   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 = {Miranda, E. and Zaffalon, M. and de Cooman, G.},
   pages = {287--296},
   year = {2011},
   url = {http://www.sipta.org/isipta11/proceedings/papers/s030.pdf}
}
Download
Rinaldi, A., Mian, M., Chigrinova, E., Arcaini, L., Bhagat, G., Novak, U., Rancoita, P.M.V., Campos, C.P.D., Forconi, F., Gascoyne, R.D., Facchetti, F., Ponzoni, M., Govi, S., Ferreri, A.J.M., Mollejo, M., Piris, M.A., Baldini, L., Soulier, J., Thieblemont, C., Canzonieri, V., Gattei, V., Marasca, R., Franceschetti, S., Gaidano, G., Tucci, A., Uccella, S., Tibiletti, M.G., Dirnhofer, S., Tripodo, C., Doglioni, C., Favera, R.D., Cavalli, F., Zucca, E., Kwee, I., Bertoni, F. (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.

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

@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},
   url = {http://bloodjournal.hematologylibrary.org/content/117/5/1595.full.pdf+html}
}
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Zaffalon, M., Corani, G., Mauá, D.D. (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.

Utility-based accuracy measures to empirically evaluate credal classifiers

@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}
}
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2010

Antonucci, A., Cuzzolin, F. (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.

Credal sets approximation by lower probabilities: application to credal networks

@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}
}
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Antonucci, A., Yi, S., de Campos, C.P., Zaffalon, M. (2010). Generalized loopy 2U: a new algorithm for approximate inference in credal networks. International Journal of Approximate Reasoning 55(5), pp. 474–484.

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

@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}
}
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Benavoli, A., Antonucci, A. (2010). Aggregating imprecise probabilistic knowledge: application to Zadeh's paradox and sensor networks. Int. Journal of Approximate Reasoning 51(9), pp. 1014–1028.

Aggregating imprecise probabilistic knowledge: application to Zadeh's paradox and sensor networks

@ARTICLE { benavoli2010a,
   title = {Aggregating imprecise probabilistic knowledge: application to {Z}adeh's paradox and sensor networks},
   journal = {Int. Journal of Approximate Reasoning},
   volume = {51},
   author = {Benavoli, A. and Antonucci, A.},
   number = {9},
   pages = {1014--1028},
   year = {2010},
   doi = {10.1016/j.ijar.2010.08.010}
}
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de Campos, C.P., Ji, Q. (2010). Properties of Bayesian Dirichlet scores to learn Bayesian network structures. In AAAI Conference on Artificial Intelligence, AAAI Press, pp. 431–436.

Properties of Bayesian Dirichlet scores to learn Bayesian network structures

@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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de Campos, C.P., Zeng, Z., Ji, Q. (2010). An improved structural EM to learn dynamic Bayesian nets. In 20th International Conference on Pattern Recognition (ICPR), pp. 601–604.

An improved structural EM to learn dynamic Bayesian nets

@INPROCEEDINGS { decampos2010d,
   title = {An improved structural {EM} to learn dynamic {B}ayesian nets},
   booktitle = {20th International Conference on Pattern Recognition ({ICPR})},
   author = {de Campos, C.P. and Zeng, Z. and Ji, Q.},
   pages = {601--604},
   year = {2010},
   doi = {10.1109/ICPR.2010.152}
}
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de Cooman, G., Hermans, F., Antonucci, A., Zaffalon, M. (2010). Epistemic irrelevance in credal nets: the case of imprecise markov trees. International Journal of Approximate Reasoning 51(9), pp. 1029–1052.

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

@ARTICLE { antonucci2010b,
   title = {Epistemic irrelevance in credal nets: the case of imprecise markov trees},
   journal = {International Journal of Approximate Reasoning},
   volume = {51},
   author = {de Cooman, G. and Hermans, F. and Antonucci, A. and Zaffalon, M.},
   number = {9},
   pages = {1029--1052},
   year = {2010},
   doi = {10.1016/j.ijar.2010.08.011}
}
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de Cooman, G., Miranda, E., Zaffalon, M. (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.

Factorisation properties of the strong product

@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.},
   publisher = {Springer},
   series = {Advances in Intelligent and Soft Computing},
   volume = {77},
   booktitle = {Combining Soft Computing and Statistical Methods in Data Analysis},
   author = {de Cooman, G. and Miranda, E. and Zaffalon, M.},
   year = {2010},
   doi = {10.1007/978-3-642-14746-3_18}
}
Download
de Cooman, G., Miranda, E., Zaffalon, M. (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.

Independent natural extension

@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},
   author = {de Cooman, G. and Miranda, E. and Zaffalon, M.},
   pages = {737--746},
   year = {2010},
   doi = {10.1007/978-3-642-14049-5_75}
}
Download
Corani, G., Benavoli, A. (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.

Restricting the IDM for classification

@INCOLLECTION { corani2010a,
   title = {Restricting the {IDM} for classification},
   editor = {Hullermeier, E. and Kruse, R. and Hoffmann, F.},
   publisher = {Springer, Berlin / Heidelberg},
   series = {Communications in Computer and Information Science},
   volume = {80},
   booktitle = {Information Processing and Management of Uncertainty in Knowledge-{b}ased Systems. Theory and Methods},
   author = {Corani, G. and Benavoli, A.},
   pages = {328--337},
   year = {2010},
   doi = {10.1007/978-3-642-14055-6_34}
}
Download
Corani, G., de Campos, C.P. (2010). A tree augmented classifier based on extreme imprecise Dirichlet model. International Journal of Approximate Reasoning 51(9), pp. 1053–1068.

A tree augmented classifier based on extreme imprecise Dirichlet model

@ARTICLE { Corani2010b,
   title = {A tree augmented classifier based on extreme imprecise {D}irichlet model},
   journal = {International Journal of Approximate Reasoning},
   volume = {51},
   author = {Corani, G. and de Campos, C.P.},
   number = {9},
   pages = {1053--1068},
   year = {2010},
   doi = {10.1016/j.ijar.2010.08.007}
}
Download
Corani, G., Giusti, A., Migliore, D., Schmidhuber, J. (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.

Robust texture recognition using credal classifiers

@INPROCEEDINGS { corani2010c,
   title = {Robust texture recognition using credal classifiers},
   editor = {Labrosse, F. and Zwiggelaar, R. and Liu, Y. and Tiddeman, B.},
   publisher = {BMVA Press},
   booktitle = {Proceedings of the British Machine Vision Conference},
   author = {Corani, G. and Giusti, A. and Migliore, D. and Schmidhuber, J.},
   pages = {78.1--78.10},
   year = {2010},
   doi = {10.5244/C.24.78}
}
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Miranda, E., Zaffalon, M. (2010). Notes on desirability and conditional lower previsions. Annals of Mathematics and Artificial Intelligence 60(3–4), pp. 251–309.

Notes on desirability and conditional lower previsions

@ARTICLE { zaffalon2010e,
   title = {Notes on desirability and conditional lower previsions},
   journal = {Annals of Mathematics and Artificial Intelligence},
   volume = {60},
   author = {Miranda, E. and Zaffalon, M.},
   number = {3--4},
   pages = {251--309},
   year = {2010},
   doi = {10.1007/s10472-011-9231-4}
}
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Miranda, E., Zaffalon, M. (2010). Conditional models: coherence and inference through sequences of joint mass functions. Journal of Statistical Planning and Inference 140(7), pp. 1805–1833.

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

@ARTICLE { zaffalon2010a,
   title = {Conditional models: coherence and inference through sequences of joint mass functions},
   journal = {Journal of Statistical Planning and Inference},
   volume = {140},
   author = {Miranda, E. and Zaffalon, M.},
   number = {7},
   pages = {1805--1833},
   year = {2010},
   doi = {10.1016/j.jspi.2010.01.005}
}
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Pelessoni, R., Vicig, P., Zaffalon, M. (2010). Inference and risk measurement with the pari-mutuel model. International Journal of Approximate Reasoning 51(9), pp. 1145–1158.

Inference and risk measurement with the pari-mutuel model

@ARTICLE { zaffalon2010d,
   title = {Inference and risk measurement with the pari-mutuel model},
   journal = {International Journal of Approximate Reasoning},
   volume = {51},
   author = {Pelessoni, R. and Vicig, P. and Zaffalon, M.},
   number = {9},
   pages = {1145--1158},
   year = {2010},
   doi = {10.1016/j.ijar.2010.08.005}
}
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Piatti, A., Antonucci, A., Zaffalon, M. (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.

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

@INBOOK { antonucci2010d,
   title = {Building knowledge-based expert systems by credal networks: a tutorial},
   editor = {Baswell, A.R.},
   publisher = {Nova Science Publishers},
   address = {New York},
   volume = {11},
   booktitle = {Advances in Mathematics Research},
   author = {Piatti, A. and Antonucci, A. and Zaffalon, M.},
   year = {2010}
}
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Scandurra, M., Mian, M., Greiner, T.C., Rancoita, P.M.V., De Campos, C.P., Chan, W.C., Vose, J.M., Chigrinova, E., Inghirami, G., Chiappella, A., Baldini, L., Ponzoni, M., Ferreri, A.J.M., Franceschetti, S., Gaidano, G., Montes-Moreno, S., Piris, M.A., Facchetti, F., Tucci, A., Nomdedeu, J.F., Lazure, T., Lambotte, O., Uccella, S., Pinotti, G., Pruneri, G., Martinelli, G., Young, K.H., Tibiletti, M.G., Rinaldi, A., Zucca, E., Kwee, I., Bertoni, F. (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.

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

@ARTICLE { decampos2010a,
   title = {Genomic lesions associated with a different clinical outcome in diffuse large {B}-{C}ell lymphoma treated with {R}-{CHOP}-21},
   journal = {British Journal of Haematology},
   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.},
   number = {3},
   pages = {221--231},
   year = {2010},
   doi = {10.1111/j.1365-2141.2010.08326.x},
   url = {http://onlinelibrary.wiley.com/doi/10.1111/j.1365-2141.2010.08326.x/pdf}
}
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2009

Antonucci, A., Benavoli, A., Zaffalon, M., de Cooman, G., Hermans, F. (2009). Multiple model tracking by imprecise markov trees. In FUSION 2009: Proceedings of the 12th International Conference on Information Fusion, IEEE.

Multiple model tracking by imprecise markov trees

@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.},
   year = {2009},
   url = {http://isif.org/fusion/proceedings/fusion09CD/data/papers/0478.pdf}
}
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Antonucci, A., Brühlmann, R., Piatti, A., Zaffalon, M. (2009). Credal networks for military identification problems. International Journal of Approximate Reasoning 50(2), pp. 666–679.

Credal networks for military identification problems

@ARTICLE { antonucci2009a,
   title = {Credal networks for military identification problems},
   journal = {International Journal of Approximate Reasoning},
   volume = {50},
   author = {Antonucci, A. and Br\"uhlmann, R. and Piatti, A. and Zaffalon, M.},
   number = {2},
   pages = {666--679},
   year = {2009},
   doi = {10.1016/j.ijar.2009.01.005}
}
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Antonucci, A., Piatti, A. (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.

Modeling unreliable observations in Bayesian networks by credal networks

@INPROCEEDINGS { antonucci2009g,
   title = {Modeling unreliable observations in {B}ayesian networks by credal networks},
   editor = {Godo, L. and Pugliese, A.},
   publisher = {Springer},
   series = {Lecture Notes in Computer Science},
   volume = {5785},
   booktitle = {Scalable Uncertainty Management, Third International Conference, {SUM} 2009, Washington, {DC}, {USA}, September 28–30, 2009. Proceedings},
   author = {Antonucci, A. and Piatti, A.},
   pages = {28--39},
   year = {2009},
   doi = {10.1007/978-3-642-04388-8_4}
}
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Benavoli, A., Antonucci, A. (2009). Aggregating imprecise probabilistic knowledge. In ISIPTA '09: Proceedings of the Sixth International Symposium on Imprecise Probability: Theories and Applications, Durham (UK), pp. 31–41.

Aggregating imprecise probabilistic knowledge

@INPROCEEDINGS { benavoli2009c,
   title = {Aggregating imprecise probabilistic knowledge},
   address = {Durham (UK)},
   booktitle = {{ISIPTA} '09: Proceedings of the Sixth International Symposium on Imprecise Probability: Theories and Applications},
   author = {Benavoli, A. and Antonucci, A.},
   pages = {31--41},
   year = {2009},
   url = {http://www.sipta.org/isipta09/proceedings/papers/s043.pdf}
}
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Benavoli, A., de Campos, C.P. (2009). Inference from multinomial data based on a MLE-dominance criterion. In Proc. on European Conf. on Symbolic and Quantitative Approaches to Reasoning and Uncertainty (ECSQARU), Springer, Berlin / Heidelberg, Verona (IT), pp. 22–33.

Inference from multinomial data based on a MLE-dominance criterion

@INPROCEEDINGS { benavoli2009b,
   title = {Inference from multinomial data based on a {MLE}-dominance criterion},
   publisher = {Springer, Berlin / Heidelberg},
   address = {Verona (IT)},
   booktitle = {Proc. {o}n European Conf. {o}n Symbolic and Quantitative Approaches to Reasoning and Uncertainty ({ECSQARU})},
   author = {Benavoli, A. and de Campos, C.P.},
   pages = {22--33},
   year = {2009},
   doi = {10.1007/978-3-642-02906-6_4}
}
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Benavoli, A., Ristic, B., Farina, A., Oxenham, M., Chisci, L. (2009). An application of evidential networks to threat assessment. Aerospace and Electronic Systems, IEEE Transactions on 45(2), pp. 620–639.

An application of evidential networks to threat assessment

@ARTICLE { benavoli2009d,
   title = {An application of evidential networks to threat assessment},
   journal = {Aerospace and Electronic Systems, {IEEE} Transactions on},
   volume = {45},
   author = {Benavoli, A. and Ristic, B. and Farina, A. and Oxenham, M. and Chisci, L.},
   number = {2},
   pages = {620--639},
   year = {2009},
   doi = {10.1109/TAES.2009.5089545}
}
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Benavoli, A., Zaffalon, M., Miranda, E. (2009). Reliable hidden Markov model filtering through coherent lower previsions. In Information Fusion, 2009. FUSION '09. 12th International Conference on, Seattle (USA), pp. 1743–1750.

Reliable hidden Markov model filtering through coherent lower previsions

@INPROCEEDINGS { benavoli2009a,
   title = {Reliable hidden {M}arkov model filtering through coherent lower previsions},
   address = {Seattle (USA)},
   booktitle = {Information Fusion, 2009. {FUSION} '09. 12th International Conference on},
   author = {Benavoli, A. and Zaffalon, M. and Miranda, E.},
   pages = {1743--1750},
   year = {2009},
   url = {http://isif.org/fusion/proceedings/fusion09CD/data/papers/0345.pdf}
}
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de Campos, C.P., Cozman, F.G., Luna, J.E.O. (2009). Assembling a consistent set of sentences in relational probabilistic logic with stochastic independence. Journal of Applied Logic 7(2), pp. 137–154.

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

@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}
}
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de Campos, C.P., Zeng, Z., Ji, Q. (2009). Structure learning of Bayesian networks using constraints. In International Conference on Machine Learning (ICML) 382, ACM, pp. 113–120.

Structure learning of Bayesian networks using constraints

@INPROCEEDINGS { decampos2009e,
   title = {Structure learning of {B}ayesian networks using constraints},
   publisher = {ACM},
   volume = {382},
   booktitle = {International Conference on Machine Learning ({ICML})},
   author = {de Campos, C.P. and Zeng, Z. and Ji, Q.},
   pages = {113--120},
   year = {2009},
   doi = {10.1145/1553374.1553389}
}
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de Campos, C.P., Zhang, L., Tong, Y., Ji, Q. (2009). Semi-qualitative probabilistic networks in computer vision problems. Journal of Statistical Theory and Practice 3(1), pp. 197–210.

Semi-qualitative probabilistic networks in computer vision problems

@ARTICLE { decampos2009c,
   title = {Semi-qualitative probabilistic networks in computer vision problems},
   journal = {Journal of Statistical Theory and Practice},
   publisher = {Grace Scientific Publishing LLC},
   volume = {3},
   author = {de Campos, C.P. and Zhang, L. and Tong, Y. and Ji, Q.},
   number = {1},
   pages = {197--210},
   year = {2009},
   doi = {10.1080/15598608.2009.10411920}
}
Download
de Campos, C.P., Zhang, L., Tong, Y., Ji, Q. (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.

Semi-qualitative probabilistic networks in computer vision problems

@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.},
   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}
}
Download
de Cooman, G., Hermans, F., Antonucci, A., Zaffalon, M. (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.

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

@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}
}
Download
Corani, G., Campos, C., Yi, S. (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.

A tree augmented classifier based on extreme imprecise Dirichlet model

@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}
}
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Corani, G., Rizzoli, A.E., Salvetti, A., Zaffalon, M. (2009). Reproducing human decisions in reservoir management: the case of lake lugano. In Information Technologies in Environmental Engineering, Springer, Berlin / Heidelberg, pp. 252–263.

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

@INCOLLECTION { corani2009a,
   title = {Reproducing human decisions in reservoir management: the case of lake lugano},
   publisher = {Springer, Berlin / Heidelberg},
   booktitle = {Information Technologies in Environmental Engineering},
   author = {Corani, G. and Rizzoli, A.E. and Salvetti, A. and Zaffalon, M.},
   pages = {252--263},
   year = {2009},
   doi = {10.1007/978-3-540-88351-7_19}
}
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Corani, G., Zaffalon, M. (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.

Lazy naive credal classifier

@INPROCEEDINGS { corani2009b,
   title = {Lazy naive credal classifier},
   publisher = {ACM},
   address = {New York, NY, USA},
   series = {U '09},
   booktitle = {Proceedings of the 1st {ACM} {SIGKDD} Workshop on Knowledge Discovery From Uncertain Data},
   author = {Corani, G. and Zaffalon, M.},
   pages = {30--37},
   year = {2009},
   doi = {10.1145/1610555.1610560}
}
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Miranda, E., Zaffalon, M. (2009). Coherence graphs. Artificial Intelligence 173, pp. 104–144.

Coherence graphs

@ARTICLE { zaffalon2009b,
   title = {Coherence graphs},
   journal = {Artificial Intelligence},
   volume = {173},
   author = {Miranda, E. and Zaffalon, M.},
   pages = {104--144},
   year = {2009},
   doi = {10.1016/j.artint.2008.09.001}
}
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Miranda, E., Zaffalon, M. (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.

Natural extension as a limit of regular extensions

@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},
   author = {Miranda, E. and Zaffalon, M.},
   pages = {327--336},
   year = {2009},
   url = {http://www.sipta.org/isipta09/proceedings/papers/s012.pdf}
}
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Pelessoni, R., Vicig, P., Zaffalon, M. (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.

The pari-mutuel model

@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.},
   pages = {347--356},
   year = {2009},
   url = {http://www.sipta.org/isipta09/proceedings/papers/s028.pdf}
}
Download
Piatti, A., Zaffalon, M., Trojani, F., Hutter, M. (2009). Limits of learning about a categorical latent variable under prior near-ignorance. International Journal of Approximate Reasoning 50, pp. 597–611.

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

@ARTICLE { zaffalon2009a,
   title = {Limits of learning about a categorical latent variable under prior near-ignorance},
   journal = {International Journal of Approximate Reasoning},
   volume = {50},
   author = {Piatti, A. and Zaffalon, M. and Trojani, F. and Hutter, M.},
   pages = {597--611},
   year = {2009},
   doi = {10.1016/j.ijar.2008.08.003}
}
Download
Zaffalon, M., Miranda, E. (2009). Conservative inference rule for uncertain reasoning under incompleteness. Journal of Artificial Intelligence Research 34, pp. 757–821.

Conservative inference rule for uncertain reasoning under incompleteness

@ARTICLE { zaffalon2009c,
   title = {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}
}
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2008

Antonucci, A., Zaffalon, M. (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.

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

@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}
}
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Antonucci, A., Zaffalon, M., Yi, S., de Campos, C.P. (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.

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

@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.},
   pages = {17--24},
   year = {2008},
   url = {http://pgm08.cs.aau.dk/Papers/38_Paper.pdf}
}
Download
de Campos, C.P., Ji, Q. (2008). Improving Bayesian network parameter learning using constraints. In 19th International Conference on Pattern Recognition (ICPR), pp. 1–4.

Improving Bayesian network parameter learning using constraints

@INPROCEEDINGS { decampos2008d,
   title = {Improving {B}ayesian network parameter learning using constraints},
   booktitle = {19th International Conference on Pattern Recognition ({ICPR})},
   author = {de Campos, C.P. and Ji, Q.},
   pages = {1--4},
   year = {2008},
   doi = {10.1109/ICPR.2008.4761287}
}
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de Campos, C., Ji, Q. (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.

Strategy selection in influence diagrams using imprecise probabilities

@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.},
   pages = {121--128},
   year = {2008},
   url = {http://uai.sis.pitt.edu/papers/08/p121-de_campos.pdf}
}
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de Campos, C., Tong, Y., Ji, Q. (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.

Constrained maximum likelihood learning of Bayesian networks for facial action recognition

@INPROCEEDINGS { decampos2008c,
   title = {Constrained maximum likelihood learning of {B}ayesian networks for facial action recognition},
   editor = {Forsyth, D. and Torr, P. and Zisserman, A.},
   publisher = {Springer, Berlin / Heidelberg},
   series = {Lecture Notes in Computer Science},
   volume = {5304},
   booktitle = {Computer Vision - {ECCV} 2008},
   author = {de Campos, C. and Tong, Y. and Ji, Q.},
   pages = {168--181},
   year = {2008},
   doi = {10.1007/978-3-540-88690-7_13}
}
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Corani, G., Zaffalon, M. (2008). Learning reliable classifiers from small or incomplete data sets: the naive credal classifier 2. Journal of Machine Learning Research 9, pp. 581–621.

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

@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},
   author = {Corani, G. and Zaffalon, M.},
   pages = {581--621},
   year = {2008},
   url = {http://jmlr.csail.mit.edu/papers/volume9/corani08b/corani08b.pdf}
}
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Corani, G., Zaffalon, M. (2008). JNCC2: an extension of naive Bayes classifier suited for small and incomplete data sets. Environmental Modelling & Software 23(7), pp. 960–961.

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

@ARTICLE { corani2008b,
   title = {{JNCC2}: an extension of naive {B}ayes classifier suited for small and incomplete data sets},
   journal = {Environmental Modelling & Software},
   volume = {23},
   author = {Corani, G. and Zaffalon, M.},
   number = {7},
   pages = {960--961},
   year = {2008},
   doi = {10.1016/j.envsoft.2008.01.004}
}
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Corani, G., Zaffalon, M. (2008). JNCC2: the Java implementation of naive credal classifier 2. Journal of Machine Learning Research 9, pp. 2695–2698.

JNCC2: the Java implementation of naive credal classifier 2

@ARTICLE { corani2008c,
   title = {{JNCC2}: the {J}ava implementation of naive credal classifier 2},
   journal = {Journal of Machine Learning Research},
   volume = {9},
   author = {Corani, G. and Zaffalon, M.},
   pages = {2695--2698},
   year = {2008},
   url = {http://jmlr.csail.mit.edu/papers/volume9/corani08b/corani08b.pdf}
}
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Corani, G., Zaffalon, M. (2008). Naive credal classifier 2: an extension of naive Bayes for delivering robust classifications. In Proc. International Conference on Data Mining 2008 (DMIN '08).

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

@INPROCEEDINGS { corani2008a,
   title = {Naive credal classifier 2: an extension of naive {B}ayes for delivering robust classifications},
   booktitle = {Proc. International Conference on Data Mining 2008 ({DMIN} '08)},
   author = {Corani, G. and Zaffalon, M.},
   year = {2008}
}
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Corani, G., Zaffalon, M. (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.

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

@INCOLLECTION { corani2008e,
   title = {Credal model averaging: an extension of {B}ayesian model averaging to imprecise probabilities},
   editor = {Daelemans, W. and Goethals, B. and Morik, K.},
   publisher = {Springer, Berlin / Heidelberg},
   series = {Lecture Notes in Computer Science},
   volume = {5211},
   booktitle = {Machine Learning and Knowledge Discovery in Databases},
   author = {Corani, G. and Zaffalon, M.},
   pages = {257--271},
   year = {2008},
   doi = {10.1007/978-3-540-87479-9_35}
}
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Cozman, F.G., de Campos, C.P., da Rocha, J.C.F. (2008). Probabilistic logic with independence. International Journal of Approximate Reasoning 49(1), pp. 3–17.

Probabilistic logic with independence

@ARTICLE { decampos2008a,
   title = {Probabilistic logic with independence},
   journal = {International Journal of Approximate Reasoning},
   volume = {49},
   author = {Cozman, F.G. and de Campos, C.P. and da Rocha, J.C.F.},
   number = {1},
   pages = {3--17},
   year = {2008},
   doi = {10.1016/j.ijar.2007.08.002}
}
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da Rocha, J.C.F., Guimaraes, A.M., de Campos, C.P. (2008). Dealing with soft evidence in credal networks. In Conferencia Latinoamericana De Informatica.

Dealing with soft evidence in credal networks

@INPROCEEDINGS { decampos2008e,
   title = {Dealing with soft evidence in credal networks},
   booktitle = {Conferencia Latinoamericana De Informatica},
   author = {da Rocha, J.C.F. and Guimaraes, A.M. and de Campos, C.P.},
   year = {2008}
}
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Salvetti, A., Antonucci, A., Zaffalon, M. (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.

Spatially distributed identification of debris flow source areas by credal networks

@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},
   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)},
   author = {Salvetti, A. and Antonucci, A. and Zaffalon, M.},
   pages = {380--387},
   year = {2008},
   url = {http://www.iemss.org/iemss2008/uploads/Main/S04-16-Salvetti_et_al-IEMSS2008.pdf}
}
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Scandurra, M., Rancoita, P.M.V., Greiner, T.C., Chan, W.C., Vose, J.M., Inghirami, G., Chiappella, A., Baldini, L., Ponzoni, M., Ferreri, A.J.M., Montes-Moreno, S., Piris, M.A., Franceschetti, S., Gaidano, G., Facchetti, F., Tucci, A., Lazure, T., Lambotte, O., Uccella, S., Pinotti, G., Pruneri, G., Martinelli, G., Nomdedeu, J., Tibiletti, M.G., Chigrinova, E., Campos, C.P.D., Rinaldi, A., Zucca, E., Kwee, I., Bertoni, F. (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.

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

@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.},
   pages = {478},
   year = {2008}
}
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2007

Antonucci, A., Brühlmann, R., Piatti, A., Zaffalon, M. (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.

Credal networks for military identification problems

@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}
}
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Antonucci, A., Piatti, A., Zaffalon, M. (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.

Credal networks for operational risk measurement and management

@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.},
   pages = {604--611},
   year = {2007},
   doi = {10.1007/978-3-540-74827-4_76}
}
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Antonucci, A., Salvetti, A., Zaffalon, M. (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.

Credal networks for hazard assessment of debris flows

@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}
}
Download
Antonucci, A., Zaffalon, M. (2007). Fast algorithms for robust classification with Bayesian nets. International Journal of Approximate Reasoning 44(3), pp. 200–223.

Fast algorithms for robust classification with Bayesian nets

@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}
}
Download
Benavoli, A., Chisci, L., Farina, A. (2007). Estimation of constrained parameters with guaranteed MSE improvement. Signal Processing, IEEE Transactions on 55(4), pp. 1264–1274.

Estimation of constrained parameters with guaranteed MSE improvement

@ARTICLE { benavoli2007a,
   title = {Estimation of constrained parameters with guaranteed {MSE} improvement},
   journal = {Signal Processing, {IEEE} Transactions on},
   volume = {55},
   author = {Benavoli, A. and Chisci, L. and Farina, A.},
   number = {4},
   pages = {1264--1274},
   year = {2007},
   doi = {10.1109/TSP.2006.888094}
}
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de Campos, C.P., Cozman, F.G. (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.

Inference in credal networks through integer programming

@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}
}
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de Campos, C.P., Cozman, F.G. (2007). Computing lower and upper expectations under epistemic independence. International Journal of Approximate Reasoning 44(3), pp. 244–260.

Computing lower and upper expectations under epistemic independence

@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}
}
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Filho, R.S., Cozman, F., Trevizan, F., de Campos, C., Barros, L. (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.

Multilinear and integer programming for markov decision processes with imprecise probabilities

@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}
}
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Luna, J.E.O., de Campos, C.P., Cozman, F.G. (2007). Independence in relational languages with finite domains. In Encontro Nacional De Inteligência Artificial, pp. 1420–1429.

Independence in relational languages with finite domains

@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}
}
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Miranda, E., Zaffalon, M. (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.

Coherence graphs

@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}
}
Download
Piatti, A., Trojani, F., Hutter, M., Zaffalon, M. (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.

Learning about a categorical latent variable under prior near-ignorance

@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}
}
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Vicig, P., Cozman, F., Zaffalon, M. (2007). Notes on “Notes on conditional previsions”. International Journal of Approximate Reasoning 44(3), pp. 358–365.

Notes on “Notes on conditional previsions”

@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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2006

Antonucci, A., Zaffalon, M., Ide, J.S., Cozman, F.G. (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.

Binarization algorithms for approximate updating in credal nets

@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}
}
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Antonucci, A., Zaffalon, M. (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.

Equivalence between Bayesian and credal nets on an updating problem

@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}
}
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Antonucci, A., Zaffalon, M. (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.

Locally specified credal networks

@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}
}
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Benavoli, A., Chisci, L., Farina, A., Ortenzi, L., Zappa, G. (2006). Hard-constrained versus soft-constrained parameter estimation. Aerospace and Electronic Systems, IEEE Transactions on 42(4), pp. 1224–1239.

Hard-constrained versus soft-constrained parameter estimation

@ARTICLE { benavoli2006a,
   title = {Hard-constrained versus soft-constrained parameter estimation},
   journal = {Aerospace and Electronic Systems, {IEEE} Transactions on},
   volume = {42},
   author = {Benavoli, A. and Chisci, L. and Farina, A. and Ortenzi, L. and Zappa, G.},
   number = {4},
   pages = {1224--1239},
   year = {2006},
   doi = {10.1109/TAES.2006.314569}
}
Download
Corani, G., Edgar, C., Marshall, I., Wesnes, K., Zaffalon, M. (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.

Classification of dementia types from cognitive profiles data

@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}
}
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Cozman, F., de Campos, C., da Rocha, J.C.F. (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.

Probabilistic logic with strong independence

@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}
}
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2005

Antonucci, A., Zaffalon, M. (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.

Fast algorithms for robust classification with Bayesian nets

@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}
}
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de Campos, C.P., Cozman, F.G. (2005). Belief updating and learning in semi-qualitative probabilistic networks. In Conference on Uncertainty in Artificial Intelligence, pp. 153–160.

Belief updating and learning in semi-qualitative probabilistic networks

@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}
}
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de Campos, C.P., Cozman, F.G. (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.

Computing lower and upper expectations under epistemic independence

@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}
}
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de Campos, C.P., Cozman, F.G. (2005). The inferential complexity of Bayesian and credal networks. In International Joint Conference on Artificial Intelligence, pp. 1313–1318.

The inferential complexity of Bayesian and credal networks

@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}
}
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Corani, G. (2005). Air quality prediction in Milan: feed-forward neural networks, pruned neural networks and lazy learning. Ecological Modelling 185(2-4), pp. 513–529.

Air quality prediction in Milan: feed-forward neural networks, pruned neural networks and lazy learning

@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}
}
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Hutter, M., Zaffalon, M. (2005). Distribution of mutual information from complete and incomplete data. Computational Statistics and Data Analysis 48(3), pp. 633–657.

Distribution of mutual information from complete and incomplete data

@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}
}
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Kikuti, D., Cozman, F.G., de Campos, C.P. (2005). Partially ordered preferences in decision trees: computing strategies with imprecision in probabilities. In IJCAI Workshop About Advances on Preference Handling, pp. 1313–1318.

Partially ordered preferences in decision trees: computing strategies with imprecision in probabilities

@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}
}
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Piatti, A., Zaffalon, M., Trojani, F. (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.

Limits of learning from imperfect observations under prior ignorance: the case of the imprecise Dirichlet model

@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}
}
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da Rocha, J.C.F., de Campos, C.P., Cozman, F.G. (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.

IDS: a divide-and-conquer algorithm for inference in polytree-shaped credal networks

@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}
}
Download
Zaffalon, M. (2005). Credible classification for environmental problems. Environmental modelling and software 20(8), pp. 1003–1012.

Credible classification for environmental problems

@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}
}
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Zaffalon, M. (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.

Conservative rules for predictive inference with incomplete data

@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}
}
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Zaffalon, M., Hutter, M. (2005). Robust inference of trees. Annals of Mathematics and Artificial Intelligence 45(1–2), pp. 215–239.

Robust inference of trees

@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}
}
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2004

Antonucci, A., Salvetti, A., Zaffalon, M. (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.

Assessing debris flow hazard by credal nets

@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}
}
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Antonucci, A., Salvetti, A., Zaffalon, M. (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.

Hazard assessment of debris flows by credal networks

@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}
}
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de Campos, C.P., Cozman, F.G. (2004). Inference in credal networks using multilinear programming. In Second Starting AI Researcher Symposium, IOS Press, Valencia, pp. 50–61.

Inference in credal networks using multilinear programming

@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}
}
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de Cooman, G., Zaffalon, M. (2004). Updating beliefs with incomplete observations. Artificial Intelligence 159(1–2), pp. 75–125.

Updating beliefs with incomplete observations

@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}
}
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Cozman, F.G., de Campos, C.P. (2004). Local computation in credal networks. In Workshop on Local Computation for Logics and Uncertainty, IOS Press, Valencia, pp. 5–11.

Local computation in credal networks

@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}
}
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Cozman, F.G., de Campos, C.P., Ide, J.S., da Rocha, J.C.F. (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.

Propositional and relational Bayesian networks associated with imprecise and qualitative probabilistic assessments

@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}
}
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2003

de Cooman, G., Zaffalon, M. (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.

Updating with incomplete observations

@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}
}
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Hutter, M., Zaffalon, M. (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.

Bayesian treatment of incomplete discrete data applied to mutual information and feature selection

@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}
}
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da Rocha, J.C.F., Cozman, F.G., de Campos, C.P. (2003). Inference in polytrees with sets of probabilities. In UAI, pp. 217–224.

Inference in polytrees with sets of probabilities

@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}
}
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Zaffalon, M., Fagiuoli, E. (2003). Tree-based credal networks for classification. Reliable Computing 9(6), pp. 487–509.

Tree-based credal networks for classification

@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}
}
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Zaffalon, M., Wesnes, K., Petrini, O. (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.

Reliable diagnoses of dementia by the naive credal classifier inferred from incomplete cognitive data

@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}
}
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2002

Cozman, F.G., da Rocha, J.C.F., de Campos, C.P. (2002). Computing with sets of probability measures. In SIAM Workshop on Validated Computing, pp. 45–48.

Computing with sets of probability measures

@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}
}
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Zaffalon, M. (2002). Exact credal treatment of missing data. Journal of Statistical Planning and Inference 105(1), pp. 105–122.

Exact credal treatment of missing data

@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}
}
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Zaffalon, M. (2002). The naive credal classifier. Journal of Statistical Planning and Inference 105(1), pp. 5–21.

The naive credal classifier

@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}
}
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Zaffalon, M., Hutter, M. (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.

Robust feature selection by mutual information distributions

@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}
}
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Zaffalon, M. (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.

Credal classification for mining environmental data

@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}
}
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2001

Zaffalon, M. (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.

Statistical inference of the naive credal classifier

@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}
}
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Zaffalon, M. (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.

Robust discovery of tree-dependency structures

@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}
}
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Zaffalon, M., Wesnes, K., Petrini, O. (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.

Credal classification for dementia screening

@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}
}
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2000

Fagiuoli, E., Zaffalon, M. (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.

Tree-augmented naive credal classifiers

@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}
}
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1999

Zaffalon, M. (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.

A credal approach to naive classification

@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}
}
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1998

Fagiuoli, E., Zaffalon, M. (1998). A note about redundancy in influence diagrams. International Journal of Approximate Reasoning 19(3–4), pp. 231–246.

A note about redundancy in influence diagrams

@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}
}
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Fagiuoli, E., Zaffalon, M. (1998). 2U: an exact interval propagation algorithm for polytrees with binary variables. Artificial Intelligence 106(1), pp. 77–107.

2U: an exact interval propagation algorithm for polytrees with binary variables

@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}
}
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Papers

Books

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2013

Mauá, D.D. (2013). Algorithms and Complexity Results for Discrete Probabilistic Reasoning Tasks. Ph.D thesis, Università della Svizzera italiana.

Algorithms and Complexity Results for Discrete Probabilistic Reasoning Tasks

@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}
}
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2008

Antonucci, A. (2008). Imprecise Probabilistic Graphical Models: Equivalent Representations, Inference Algorithms and Applications. Ph.D thesis, Università della Svizzera Italiana.

Imprecise Probabilistic Graphical Models: Equivalent Representations, Inference Algorithms and Applications

@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}
}
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2007

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.

ISIPTA '07: Proceedings of the Fifth International Symposium on Imprecise Probability: Theories and Applications

@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/}
}
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2003

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.

ISIPTA '03: Proceedings of the Third International Symposium on Imprecise Probabilities and Their Applications

@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/}
}
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