@ARTICLE{casanova2023a,
   title = {Nonlinear desirability as a linear classification problem},
   journal = {International Journal of Approximate Reasoning},
   volume = {152},
   author = {Casanova, A. and Benavoli, A. and Zaffalon, M.},
   pages = {1-32},
   year = {2023},
   doi = {10.1016/j.ijar.2022.10.008},
   url = {}
}

@ARTICLE{mangili2023,
   title = {Sustainable mobility persuasion via smartphone apps: {L}essons from a {S}wiss case study on how to design point-based rewarding systems},
   journal = {Travel Behaviour and Society},
   volume = {31},
   author = {Cellina, F. and Sim\~ao, J.V. and Mangili, F. and Vermes, N. and Granato, P.},
   pages = {178-188},
   year = {2023},
   doi = {https://doi.org/10.1016/j.tbs.2022.12.001},
   url = {}
}

@ARTICLE{miranda2023a,
   title = {Nonlinear desirability theory},
   journal = {International Journal of Approximate Reasoning},
   volume = {154},
   author = {Miranda, E., Zaffalon, M.},
   pages = {176--199},
   year = {2023},
   doi = {10.1016/j.ijar.2022.12.015},
   url = {}
}

@ARTICLE{schurch2023,
   title = {Correlated product of experts for sparse {G}aussian process regression},
   journal = {Machine Learning},
   author = {Sch\"urch, M. and Azzimonti, D. and Benavoli, A. and Zaffalon, M.},
   year = {2023},
   doi = {10.1007/s10994-022-06297-3},
   url = {}
}

@ARTICLE{scutari22d,
   title = {Comments on: {"Hybrid} {S}emiparametric {B}ayesian {N}etworks"},
   journal = {{TEST}},
   volume = {31},
   author = {Scutari, M.},
   pages = {328-330},
   year = {2022},
   doi = {},
   url = {}
}

@ARTICLE{scutari22c,
   title = {Bayesian network analysis reveals the interplay of intracranial aneurysm rupture risk factors},
   journal = {Computers in Biology and Medicine},
   volume = {147},
   author = {Delucchi, M. and Spinner, G.R. and Scutari, M. and Bijlenga, P. and Morel, S. and Friedrich, C.M. and Furrer, R. and Hirsch, S.},
   pages = {105740},
   year = {2022},
   doi = {},
   url = {}
}

@ARTICLE{piga2022a,
   title = {Toward a general and interpretable umami taste predictor using a multi-objective machine learning approach},
   journal = {Scientific Reports, Nature Publishing Group},
   volume = {12},
   author = {allante, L. and Korfiati, A. and Androutsos, L. and Stojceski, F. and Bompotas, A. and Giannikos, I. and Raftopoulos, C. and Malavolta, M. and Grasso, G. and Mavroudi, S. and Theofilatos, K. and Piga, D. and Deriu, M.},
   number = {1},
   year = {2022},
   doi = {10.1038/s41598-022-25935-3},
   url = {}
}

@INPROCEEDINGS{antonucci2022a,
   title = {Intelligent tutoring systems by {B}ayesian nets with noisy gates},
   volume = {35},
   booktitle = {The International {FLAIRS} Conference Proceedings},
   author = {Antonucci, A. and Mangili, F. and Bonesana, C. and Adorni, G.},
   year = {2022},
   doi = {https://doi.org/10.32473/flairs.v35i.130692},
   url = {https://journals.flvc.org/FLAIRS/article/download/130692/133888}
}

@ARTICLE{azzimonti2022a,
   title = {A bayesian hierarchical score for structure learning from related data sets},
   journal = {International Journal of Approximate Reasoning},
   volume = {142},
   author = {Azzimonti, L. and Corani, G. and Scutari, M.},
   pages = {248--265},
   year = {2022},
   doi = {https://doi.org/10.1016/j.ijar.2021.11.013},
   url = {}
}

@ARTICLE{benavoli2022a,
   title = {Quantum indistinguishability through exchangeability},
   journal = {International Journal of Approximate Reasoning},
   volume = {151},
   author = {Benavoli, A. and Facchini, A. and Zaffalon, M.},
   pages = {389-412},
   year = {2022},
   doi = {10.1016/j.ijar.2022.10.003},
   url = {}
}

@ARTICLE{piga2022c,
   title = {Active preference-based optimization for human-in-the-loop feature selection},
   journal = {European Journal of Control},
   volume = {55},
   author = {Bianchi, F. and Piroddi, L. and Bemporad, A. and Halasz, G. and Villani, M. and Piga, D.},
   year = {2022},
   doi = {10.1016/j.ejcon.2022.100647},
   url = {}
}

@ARTICLE{casanova2022a,
   title = {Information algebras in the theory of imprecise probabilities},
   journal = {International Journal of Approximate Reasoning},
   volume = {142},
   author = {Casanova, A. and Kohlas, J. and Zaffalon, M.},
   pages = {383-416},
   year = {2022},
   doi = {10.1016/j.ijar.2021.12.017},
   url = {}
}

@ARTICLE{casanova2022b,
   title = {Information algebras in the theory of imprecise probabilities, an extension},
   journal = {International Journal of Approximate Reasoning},
   volume = {150},
   author = {Casanova, A. and Kohlas, J. and Zaffalon, M.},
   pages = {311-336},
   year = {2022},
   doi = {10.1016/j.ijar.2022.09.003},
   url = {}
}

@ARTICLE{azzimonti2022b,
   title = {{TCR}-engineered {iNKT} cells induce robust antitumor response by dual targeting cancer and suppressive myeloid cells},
   journal = {Science Immunology},
   volume = {7},
   author = {Delfanti, G. and Cortesi, F. and Perini, A. and Antonini, G. and Azzimonti, L. and de Lalla, C. and Garavaglia, C. and Squadrito, M.L. and Fedeli, M. and Consonni, M. and Sesana, S. and Re, F. and Shen, H. and Dellabona, P. and Casorati, G.},
   number = {74},
   pages = {eabn6563},
   year = {2022},
   doi = {10.1126/sciimmunol.abn6563},
   url = {}
}

@ARTICLE{piga2022e,
   title = {Virtual operators with self and transfer learning ability in {EDM}},
   journal = {Procedia {CIRP}},
   volume = {113},
   author = {Drzaji'c, D. and Wiessner, M. and Maradia, U. and Piga, D.},
   year = {2022},
   doi = {10.1016/j.procir.2022.09.113 Get },
   url = {}
}

@ARTICLE{Roveda2022f,
   title = { Improved {Impedance/Admittance} switching controller for the interaction with a variable stiffness environment},
   journal = {Complex Engineering Systems},
   author = {Formenti, A. and Bucca, G. and Shahid, A.A. and Piga, D. and Roveda, L.},
   year = {2022},
   doi = {10.20517/ces.2022.16},
   url = {}
}

@INPROCEEDINGS{sandra2022a,
   title = {Evaluation of joint modeling techniques for node embedding and community detection on graphs},
   booktitle = {2022 {IEEE/ACM} International Conference on Advances in Social Networks Analysis and Mining ({ASONAM})},
   author = {Hiel, S. and Nicolaers, L. and Ortega Vazquez, C. and Mitrović, S. and Baesens, B. and De Weerdt, J.},
   year = {2022},
   doi = {},
   url = {}
}

@ARTICLE{mejari2022b,
   title = {Data-driven statistical analysis for discharge position prediction on {W}ire {EDM}},
   journal = {Procedia {CIRP}},
   volume = {113},
   author = {Kronauer, S. and Mavkov, B. and Mejari, M. and Piga, D. and Jaques, F. and d'Amario, R. and Di Campli, R. and Nasciuti, A.},
   year = {2022},
   doi = {10.1016/j.procir.2022.09.122},
   url = {}
}

@ARTICLE{scutari22b,
   title = {Do short-term effects predict long-term improvements in women who receive manual therapy or surgery for carpal tunnel syndrome? A bayesian network analysis of a randomized clinical trial},
   journal = {Physical Therapy},
   volume = {102},
   author = {Liew, B.X.W. and de-la-Llave-Rinc\'on, A.I. and Scutari, M. and Arias-Bur\'ia, J.L. and Cook, C.E. and Cleland, J. and Fern\'andez-de-las-Pe\~nas, C.},
   number = {4},
   pages = {pzac015},
   year = {2022},
   doi = {},
   url = {}
}

@ARTICLE{piga2022d,
   title = {A survey on computational taste predictors},
   journal = {European Food Research and Technology},
   author = {Malavolta, M. and Pallante, L. and Mavkov, B. and Stojceski, F. and Grasso, G. and Korfiati, A. and Mavroudi, S. and Kalogeras, A. and Alexakos, C. and Martos, V. and Daria, A. and Giacomo, D.B.P.D. and Theofilatos, K. and Deriu, M.},
   year = {2022},
   doi = {},
   url = {}
}

@ARTICLE{malpetti2022b,
   title = {Multipartite entanglement in qudit hypergraph states},
   journal = {Journal of Physics A: Mathematical and Theoretical},
   editor = {IOP Publishing},
   volume = {55},
   author = {Malpetti, D. and Bellisario, A. and Macchiavello, C.},
   number = {41},
   pages = {415301},
   year = {2022},
   doi = {10.1088/1751-8121/ac91b2},
   url = {}
}

@ARTICLE{mangili2022a,
   title = {Modelling assessment rubrics through {B}ayesian networks: a pragmatic approach},
   journal = {Proceedings of 2022 International Conference on Software, Telecommunications and Computer Networks ({SoftCOM})},
   publisher = {IEEE},
   author = {Mangili, F. and Adorni, G. and Piatti, A. and Bonesana, C. and Antonucci, A.},
   year = {2022},
   doi = {},
   url = {}
}

@ARTICLE{maroni2022a,
   title = {Informed classification of sweeteners/bitterants compounds via explainable machine learning},
   journal = {{u}rrent Research in Food Science},
   volume = {5},
   author = {Maroni, G. and Pallante, L. and Di Benedetto, G. and Deriu, M.A. and Piga, D. and Grasso, G.},
   year = {2022},
   doi = {10.1016/j.crfs.2022.11.014},
   url = {}
}

@ARTICLE{mejari2022a,
   title = {Maximum—a posteriori estimation of linear time-invariant state-space models via efficient monte-carlo sampling},
   journal = {{ASME} Letters in Dynamic Systems and Control},
   volume = {2},
   author = {Mejari, M. and Piga, D.},
   number = {1},
   year = {2022},
   doi = {10.1115/1.4051491},
   url = {https://doi.org/10.1115/1.4051491}
}

@INPROCEEDINGS{mitrovic2022b,
   title = {Enhancing {BERT} performance with contextual valence shifters for panic detection in {COVID}-19 tweets},
   edition = {To appear},
   booktitle = {The 6th International Conference on Natural Language Processing and Information Retrieval ({NLPIR} 2022)},
   author = {Mitrović, S. and Kanjirangat, V.},
   year = {2022},
   doi = {},
   url = {}
}

@INPROCEEDINGS{piga2022b,
   title = {Visual servoing with geometrically interpretable neural perception},
   booktitle = {{IEEE/RSJ} International Conference on Intelligent Robots and Systems ({IROS})},
   author = {Paolillo, A. and Nava, M. and Piga, D. and Giusti, A.},
   year = {2022},
   doi = {10.1109/IROS47612.2022.9982163},
   url = {}
}

@ARTICLE{Roveda2022c,
   title = {Grasping learning, optimization, and knowledge transfer in the robotics field},
   journal = {Scientific Reports},
   author = {Pozzi, L. and Gandolla, M. and Pura, F. and Maccarini, M. and Pedrocchi, A. and Braghin, F. and Piga, D. and Roveda, L.},
   year = {2022},
   doi = {https://doi.org/10.1038/s41598-022-08276-z},
   url = {}
}

@ARTICLE{mangili2022b,
   title = {Risk-based mapping tools for surveillance and control of the invasive mosquito {A}edes albopictus in {S}witzerland},
   journal = {International Journal of Environmental Research and Public Health},
   volume = {19},
   author = {Ravasi, D. and Mangili, F. and Huber, D. and Azzimonti, L. and Engeler, L. and Vermes, N. and Del Rio, G. and Guidi, V. and Tonolla, M. and Flacio, E.},
   number = {6},
   year = {2022},
   doi = {10.3390/ijerph19063220},
   url = {}
}

@ARTICLE{mangili2022c,
   title = {The effects of microclimatic winter conditions in urban areas on the risk of establishment for {A}edes albopictus},
   journal = {Scientific Reports},
   publisher = {Nature Publishing Group},
   volume = {12},
   author = {Ravasi, D. and Mangili, F. and Huber, D. and Cannata, M. and Strigaro, D. and Flacio, E.},
   number = {1},
   pages = {1-14},
   year = {2022},
   doi = {https://doi.org/10.1038/s41598-022-20436-9},
   url = {}
}

@ARTICLE{malpetti2022a,
   title = {Impaired fatty acid metabolism perpetuates lipotoxicity along the transition to chronic kidney injury},
   journal = {{JCI} Insight},
   editor = {The American Society for Clinical Investigation},
   volume = {7},
   author = {Rinaldi, A. and Lazareth, H. and Poindessous, V. and Nemazanyy, I. and Sampaio, J.L. and Malpetti, D. and Bignon, Y. and Naesens, M. and Rabant, M. and Anglicheau, D. and Cipp\`a, P.E. and Pallet, N.},
   number = {18},
   year = {2022},
   doi = {10.1172/jci.insight.161783},
   url = {}
}

@ARTICLE{Roveda2022d,
   title = {Robot joint friction compensation learning enhanced by {6D} virtual sensor},
   journal = {International Journal of Robust and Nonlinear Control},
   author = {Roveda, L. and Bussolan, A. and Braghin, F. and Piga, D.},
   year = {2022},
   doi = {10.1002/rnc.6108},
   url = {}
}

@ARTICLE{Roveda2022e,
   title = {Robot end-effector mounted camera pose optimization in object detection-based tasks},
   journal = {International Journal of Intelligent Robotics and Applications},
   author = {Roveda, L. and Maroni, M. and Mazzuchelli, L. and Praolini, L. and Shahid, A.A. and Bucca, G. and Piga, D.},
   year = {2022},
   doi = {https://doi.org/10.1007/s10846-021-01558-0},
   url = {}
}

@ARTICLE{Roveda2022a,
   title = {Q-learning-based model predictive variable impedance control for physical human-robot collaboration},
   journal = {Artificial Intelligence},
   author = {Roveda, L. and Testa, A. and Shahid, A.A. and Braghin, F. and Piga, D.},
   year = {2022},
   doi = {https://doi.org/10.1016/j.artint.2022.103771},
   url = {}
}

@INPROCEEDINGS{scutari2022a,
   title = {Using mixed-effects models to learn bayesian networks from related data sets},
   editor = {Salmer\'on, A. and Rumı́, R.},
   publisher = {JMLR.org},
   series = {PMLR},
   volume = {186},
   booktitle = {Proceedings of The 11th International Conference on Probabilistic Graphical Models},
   author = {Scutari, M. and Marquis, C. and Azzimonti, L.},
   year = {2022},
   doi = {},
   url = {https://proceedings.mlr.press/v186/scutari22a.html}
}

@ARTICLE{scutari22a,
   title = {Achieving fairness with a simple ridge penalty},
   journal = {Statistics and Computing},
   volume = {32},
   author = {Scutari, M. and Panero, F. and Proissl, M.},
   pages = {77},
   year = {2022},
   doi = {},
   url = {}
}

@ARTICLE{Roveda2022b,
   title = {Continuous control actions learning and adaptation for robotic manipulation through reinforcement learning},
   journal = {Autonomous Robots},
   author = {Shahid, A.A. and Piga, D. and Braghin, F. and Roveda, L.},
   year = {2022},
   doi = {10.1007/s10514-022-10034-z},
   url = {}
}

@ARTICLE{cannelli2022a,
   title = {Kernel regression imputation in manifolds via bi-linear modeling: the dynamic-{MRI} case},
   journal = {{IEEE} Transactions on Computational Imaging},
   volume = {8},
   author = {Slavakis, K. and Shetty, G.N. and Cannelli, L. and Scutari, G. and Nakarmi, U. and Ying, L.},
   pages = {133-147},
   year = {2022},
   doi = {10.1109/TCI.2022.3148062},
   url = {}
}

@ARTICLE{szehr2022a,
   title = {On the asymptotic behavior of {J}acobi polynomials with first varying parameter},
   journal = {Journal of Approximation Theory},
   author = {Szehr, O. and Zarouf, R.},
   number = {277},
   pages = {105702},
   year = {2022},
   doi = {10.1016/j.jat.2022.105702},
   url = {}
}

@INPROCEEDINGS{zaffalon2022a,
   title = {Bounding counterfactuals under selection bias},
   editor = {Salmerón, A. and Rumí, R.},
   publisher = {JMLR.org},
   series = {PMLR},
   volume = {186},
   booktitle = {Proceedings of {PGM} 2022},
   author = {Zaffalon, M. and Antonucci, A. and Cabañas, R. and Huber, D. and Azzimonti, D.},
   pages = {289--300},
   year = {2022},
   doi = {},
   url = {https://proceedings.mlr.press/v186/zaffalon22a/zaffalon22a.pdf}
}

@INPROCEEDINGS{antonucci2021e,
   title = {Structural learning of probabilistic sentential decision diagrams under partial closed-world assumption},
   booktitle = {4th Workshop on Tractable Probabilistic Modeling ({TPM} 2021 {c}o-{l}ocated {w}ith {UAI} 2021)},
   author = {Antonucci, A. and Facchini, A. and Mattei, L.},
   year = {2021},
   doi = {},
   url = {https://arxiv.org/abs/2107.12130}
}

@INPROCEEDINGS{antonucci2021c,
   title = {A new score for adaptive tests in {B}ayesian and credal networks},
   editor = {Vejnarov\'a, J. and Wilson, N.},
   publisher = {Springer International Publishing},
   address = {Cham},
   booktitle = {Symbolic and Quantitative Approaches to Reasoning With Uncertainty},
   author = {Antonucci, A. and Mangili, F. and Bonesana, C. and Adorni, G.},
   pages = {399--412},
   year = {2021},
   doi = {https://doi.org/10.1007/978-3-030-86772-0_29},
   url = {}
}

@ARTICLE{azzimontid2021,
   title = {Comparison of domain adaptation and active learning techniques for quality of transmission estimation with small-sized training datasets [invited]},
   journal = {{IEEE/OSA} Journal of Optical Communications and Networking},
   volume = {13},
   author = {Azzimonti, D. and Rottondi, C. and Giusti, A. and Tornatore, M. and Bianco, A.},
   number = {1},
   pages = {A56--A66},
   year = {2021},
   doi = {10.1364/JOCN.401918},
   url = {}
}

@ARTICLE{piga2021a,
   title = {Global optimization based on active preference learning with radial basis functions},
   journal = {Machine Learning},
   publisher = {Springer},
   volume = {110},
   author = {Bemporad, A. and Piga, D.},
   pages = {417--448},
   year = {2021},
   doi = {10.1007/s10994-020-05935-y},
   url = {}
}

@INPROCEEDINGS{azzimontid2021b,
   title = {Preferential bayesian optimisation with skew gaussian processes},
   publisher = {Association for Computing Machinery},
   address = {New York, NY, USA},
   series = {GECCO '21},
   booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference Companion},
   author = {Benavoli, A. and Azzimonti, D. and Piga, D.},
   pages = {1842--1850},
   year = {2021},
   doi = {10.1145/3449726.3463128},
   url = {}
}

@ARTICLE{azzimontid2021c,
   title = {A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with skew gaussian processes},
   journal = {Machine Learning},
   volume = {110},
   author = {Benavoli, A. and Azzimonti, D. and Piga, D.},
   number = {11},
   pages = {3095--3133},
   year = {2021},
   doi = {10.1007/s10994-021-06039-x},
   url = {}
}

@INPROCEEDINGS{corani2021b,
   title = {State {S}pace approximation of {G}aussian {P}rocesses for time-series forecasting},
   booktitle = {Proc. Workshop on Advanced Analytics and Learning on Temporal Data, 6th {ECML} {PKDD} Workshop, {AALTD} 2021},
   author = {Benavoli, A. and Corani, G.},
   year = {2021},
   doi = {},
   url = {https://project.inria.fr/aaltd21/accepted-papers/}
}

@ARTICLE{benavoli2021b,
   title = {The weirdness theorem and the origin of quantum paradoxes},
   journal = {Foundations of Physics},
   volume = {51},
   author = {Benavoli, A., Facchini, A., Zaffalon, M.},
   number = {5},
   pages = {95},
   year = {2021},
   doi = {10.1007/s10701-021-00499-w},
   url = {}
}

@INPROCEEDINGS{benavoli2021a,
   title = {Quantum indistinguishability through exchangeable desirable gambles},
   editor = {De Bock, J., Cano, A., Miranda, E., Moral, S.},
   publisher = {JMLR.org},
   series = {PMLR},
   volume = {147},
   booktitle = {{ISIPTA} 2021},
   author = {Benavoli, A., Facchini, A., Zaffalon, M.},
   pages = {22--31},
   year = {2021},
   doi = {},
   url = {https://www.sipta.org/isipta21/pmlr/benavoli21.pdf}
}

@ARTICLE{azzimonti2021b,
   title = {The influence of baseline clinical status and surgical strategy on early good to excellent result in spinal lumbar arthrodesis: a machine learning approach},
   journal = {Journal of Personalized Medicine},
   volume = {11},
   author = {Berjano, P. and Langella, F. and Ventriglia, L. and Compagnone, D. and Barletta, P. and Huber, D. and Mangili, F. and Licandro, G. and Galbusera, F. and Cina, A. and Bassani, T. and Lamartina, C. and Scaramuzzo, L. and Bassani, R. and Brayda-Bruno, M. and Villafa\~ne, J.H. and Monti, L. and Azzimonti, L.},
   number = {12},
   year = {2021},
   doi = {10.3390/jpm11121377},
   url = {}
}

@ARTICLE{piga2021c,
   title = {Model structure selection for switched narx system identification: a randomized approach},
   journal = {Automatica},
   volume = {125},
   author = {Bianchi, F. and Breschi, V. and Piga, D. and Piroddi, L.},
   year = {2021},
   doi = {https://doi.org/10.1016/j.automatica.2020.109415},
   url = {https://www.sciencedirect.com/science/article/pii/S0005109820306178}
}

@ARTICLE{azzimonti2021a,
   title = {Artificial intelligence in thyroid field. A comprehensive review},
   journal = {Cancers},
   volume = {13},
   author = {Bini, F. and Pica, A. and Azzimonti, L. and Giusti, A. and Ruinelli, L. and Marinozzi, F. and Trimboli, P.},
   number = {19},
   year = {2021},
   doi = {10.3390/cancers13194740},
   url = {https://www.mdpi.com/2072-6694/13/19/4740}
}

@ARTICLE{scutari21d,
   title = {Learning bayesian networks from incomplete data with the node-averaged likelihood},
   journal = {International Journal of Approximate Reasoning},
   volume = {138},
   author = {Bodewes, T. and Scutari, M.},
   pages = {145--160},
   year = {2021},
   doi = {},
   url = {}
}

@INPROCEEDINGS{bonesana2021a,
   title = {{ADAPQUEST}: a software for web-based adaptive questionnaires based on {B}ayesian networks},
   address = {Virtual Event},
   booktitle = {{AI4EDU}: Artificial Intelligence for Education (@ Ijcai2021)},
   author = {Bonesana, C. and Mangili, F. and Antonucci, A.},
   year = {2021},
   doi = {},
   url = {https://arxiv.org/abs/2112.14476}
}

@ARTICLE{scutari21e,
   title = {A constraint-based algorithm for the structural learning of continuous-time bayesian networks},
   journal = {International Journal of Approximate Reasoning},
   volume = {138},
   author = {Bregoli, A. and Scutari, M. and Stella, F.},
   pages = {105--122},
   year = {2021},
   doi = {},
   url = {}
}

@INPROCEEDINGS{cabanas2021b,
   title = {{CREPO}: an open repository to benchmark credal network algorithms},
   editor = {De Bock, J. and Cano, A. and Miranda, E. and Moral, S.},
   publisher = {JMLR.org},
   volume = {147},
   booktitle = {International Symposium on Imprecise Probabilities: Theories and Applications ({ISIPTA}-2021)},
   author = {Caba\~nas, R. and Antonucci, A.},
   year = {2021},
   doi = {},
   url = {http://proceedings.mlr.press/v147/cabanas21a/cabanas21a.pdf}
}

@INPROCEEDINGS{casanova2021c,
   title = {Nonlinear desirability as a linear classification problem},
   volume = {147},
   booktitle = {Proceedings of Machine Learning Research},
   author = {Casanova, A. and Benavoli, A. and Zaffalon, M.},
   pages = {61-71},
   year = {2021},
   doi = {},
   url = {https://proceedings.mlr.press/v147/casanova21a.html}
}

@INPROCEEDINGS{casanova2021d,
   title = {Algebras of sets and coherent sets of gambles},
   booktitle = {European Conference on Symbolic and Quantitative Approaches {w}ith Uncertainty},
   author = {Casanova, A. and Kohlas, J. and Zaffalon, M.},
   pages = {603-615},
   year = {2021},
   doi = {10.1007/978-3-030-86772-0_43},
   url = {}
}

@ARTICLE{casanova2021a,
   title = {Joint desirability foundations of social choice and opinion pooling},
   journal = {Annals of Mathematics and Artificial Intelligence},
   volume = {89},
   author = {Casanova, A. and Miranda, E. and Zaffalon, M.},
   number = {10--11},
   pages = {965--1011},
   year = {2021},
   doi = {10.1007/s10472-021-09733-7},
   url = {}
}

@INPROCEEDINGS{corani2021a,
   title = {Time series forecasting with {G}aussian {P}rocesses needs priors},
   booktitle = {European Conference on Machine Learning and Knowledge Discovery in Databases},
   author = {Corani, G. and Benavoli, A. and Zaffalon, M.},
   pages = {103--117},
   year = {2021},
   doi = {10.1007/978-3-030-86514-6_7},
   url = {}
}

@ARTICLE{forgione2021a,
   title = {{dynoNet}: a neural network architecture for learning dynamical systems},
   journal = {International Journal of Adaptive Control and Signal Processing},
   volume = {35},
   author = {Forgione, M. and Piga, D.},
   pages = {612--626},
   year = {2021},
   doi = {10.1002/acs.3216},
   url = {}
}

@ARTICLE{forgione2021b,
   title = {Continuous-time system identification with neural networks: model structures and fitting criteria},
   journal = {European Journal of Control},
   volume = {59},
   author = {Forgione, M. and Piga, D.},
   pages = {69--81},
   year = {2021},
   doi = {10.1016/j.ejcon.2021.01.008},
   url = {}
}

@ARTICLE{Roveda2021e,
   title = {Review on patient-cooperative control strategies for upper-limb rehabilitation exoskeletons},
   journal = {Frontiers in Robotics and {AI}},
   author = {Dalla Gasperina, S. and Roveda, L. and Pedrocchi, A. and Braghin, F. and Gandolla, M.},
   year = {2021},
   doi = {https://www.frontiersin.org/articles/10.3389/frobt.2021.745018/abstract},
   url = {}
}

@INPROCEEDINGS{mitrovic2021b,
   title = {Neural machine translation for conditional generation of novel procedures},
   publisher = {ScholarSpace},
   booktitle = {54th Hawaii International Conference on System Sciences, {HICSS} 2021, Kauai, Hawaii, Usa, January 5, 2021},
   author = {Geluykens, J. and Mitrovic, S. and V\'azquez, C.O. and Laino, T. and Vaucher, A.C. and Weerdt, J.D.},
   pages = {1--10},
   year = {2021},
   doi = {},
   url = {http://hdl.handle.net/10125/70744}
}

@ARTICLE{cabanas2021c,
   title = {Value-based potentials: exploiting quantitative information regularity patterns in probabilistic graphical models},
   journal = {International Journal of Intelligent Systems},
   author = {G\'omez-Olmedo, M. and Caba\~nas, R. and Cano, A. and Moral, S. and Retamero, O.P.},
   year = {2021},
   doi = {},
   url = {}
}

@ARTICLE{piga2021f,
   title = {Fragmented blind docking: a novel protein--ligand binding prediction protocol},
   journal = {Journal of Biomolecular Structure and Dynamics},
   author = {Grasso, G. and Gregorio, A.D. and Mavkov, B. and Piga, D. and Labate, G.F.D. and Danani, A. and Deriu, M.A.},
   year = {2021},
   doi = {10.1080/07391102.2021.1988709},
   url = {https://doi.org/10.1080/07391102.2021.1988709}
}

@ARTICLE{piga2021g,
   title = {A machine learning approach for mortality prediction in covid-19 pneumonia: development and evaluation of the piacenza score},
   journal = {Journal of Medical Internet Research},
   volume = {23},
   author = {Halasz, G. and Sperti, M. and Villani, M. and Michelucci, U. and Agostoni, P. and Biagi, A. and Rossi, L. and Botti, A. and Mari, C. and Maccarini, M. and Pura, F. and Roveda, L. and Nardecchia, A. and Mottola, E. and Nolli, M. and Salvioni, E. and Mapelli, M. and Deriu, M.A. and Piga, D. and Piepoli, M.},
   number = {5},
   year = {2021},
   doi = {10.2196/29058},
   url = {https://www.jmir.org/2021/5/e29058}
}

@INPROCEEDINGS{schurch2021a,
   title = {Sparse information filter for fast gaussian process regression},
   editor = {Oliver, N. and P\'erez-Cruz, F. and Kramer, S. and Read, J. and Lozano, J.A.},
   publisher = {Springer International Publishing},
   address = {Cham},
   booktitle = {Machine Learning and Knowledge Discovery in Databases. Research Track},
   author = {Kania, L. and Sch\"urch, M. and Azzimonti, D. and Benavoli, A.},
   pages = {527--542},
   year = {2021},
   doi = {10.1007/978-3-030-86523-8_32},
   url = {}
}

@ARTICLE{vani2021b,
   title = {Enhancing {B}iomedical {R}elation {E}xtraction with {T}ransformer {M}odels using {S}hortest {D}ependency {P}ath {F}eatures and {T}riplet {I}nformation},
   journal = {Journal of Biomedical Informatics},
   publisher = {Elsevier},
   author = {Kanjirangat, V. and Rinaldi, F.},
   year = {2021},
   doi = {10.1016/j.jbi.2021.103893},
   url = {https://www.sciencedirect.com/science/article/pii/S1532046421002227}
}

@INPROCEEDINGS{casanova2021b,
   title = {Information algebras of coherent sets of gambles in general possibility spaces},
   volume = {147},
   booktitle = {Proceedings of Machine Learning Research},
   author = {Kohlas, J. and Casanova, A. and Zaffalon, M.},
   pages = {191--200},
   year = {2021},
   doi = {},
   url = {http://proceedings.mlr.press/v147/kohlas21a/kohlas21a.pdf}
}

@ARTICLE{scutari21c,
   title = {Using data-driven bayesian network analysis to explore recovery pathways in people with low back pain receiving individualised physiotherapy or advice},
   journal = {{PLoS} {ONE}},
   volume = {16},
   author = {Liew, B.X.W. and Ford, J.J. and Scutari, M. and Hahne, A.J.},
   number = {10},
   pages = {e0258515},
   year = {2021},
   doi = {},
   url = {}
}

@ARTICLE{scutari21b,
   title = {Mechanisms of recovery after neck-specific or general exercises in patients with cervical radiculopathy},
   journal = {European Journal of Pain},
   volume = {25},
   author = {Liew, B.X.W. and Peolsson, A. and Falla, D. and Cleland, J.A. and Scutari, M. and Kierkegaard, M. and r A Dedering, },
   number = {5},
   pages = {1162--1172},
   year = {2021},
   doi = {},
   url = {}
}

@INPROCEEDINGS{antonucci2021b,
   title = {Cautious classification with data missing not at random using generative random forests},
   editor = {Vejnarov\'a, J. and Wilson, N.},
   publisher = {Springer International Publishing},
   address = {Cham},
   booktitle = {Symbolic and Quantitative Approaches to Reasoning With Uncertainty},
   author = {Llerena, J.V. and Mau\'a, D.D. and Antonucci, A.},
   pages = {284--298},
   year = {2021},
   doi = {10.1007/978-3-030-86772-0_21},
   url = {}
}

@INPROCEEDINGS{Roveda2021g,
   title = {Velocity planning of a robotic task enhanced by fuzzy logic and dynamic movement primitives },
   journal = {{ARCI} 2021},
   author = {Maggioni, B. and Marescotti, E. and Zanchettin, M. and Piga, D. and Roveda, L.},
   year = {2021},
   doi = {https://www.sensorsportal.com/ARCI/ARCI_2021_Proceedings.pdf#page=26},
   url = {}
}

@ARTICLE{cabanas2021a,
   title = {Probabilistic models with deep neural networks},
   journal = {Entropy},
   volume = {23},
   author = {Masegosa, A.R. and Caba\~nas, R. and Langseth, H. and Nielsen, T.D. and Salmer\'on, A.},
   number = {1},
   year = {2021},
   doi = {10.3390/e23010117},
   url = {https://www.mdpi.com/1099-4300/23/1/117}
}

@INPROCEEDINGS{mejari2021a,
   title = {An integral architecture for identification of continuous-time state-space lpv models},
   address = {Milan, Italy},
   booktitle = {4th {IFAC} Workshop on Linear Parameter-Varying Systems {LPVS} 2021},
   author = {Mejari, M. and Mavkov, B. and Forgione, M. and Piga, D.},
   year = {2021},
   doi = {},
   url = {}
}

@INPROCEEDINGS{vani2021a,
   title = {Relation clustering in narrative knowledge graphs},
   booktitle = {{AI4Narratives} Workshop at 29th International Joint Conference on Artificial Intelligence and the 17th Pacific Rim International Conference on Artificial Intelligence ({IJCAI}-{PRICAI} 20)},
   author = {Mellace, S. and Kanjirangat, V. and Antonucci, A.},
   year = {2021},
   doi = {},
   url = {http://ceur-ws.org/Vol-2794/paper5.pdf}
}

@ARTICLE{piga2021d,
   title = {A model-agnostic algorithm for bayes error determination in binary classification},
   journal = {Algorithms},
   volume = {14},
   author = {Michelucci, U. and Sperti, M. and Piga, D. and Venturini, F. and Deriu, M.A.},
   number = {11},
   year = {2021},
   doi = {10.3390/a14110301},
   url = {https://www.mdpi.com/1999-4893/14/11/301}
}

@INPROCEEDINGS{mitrovic2021a,
   title = {Angrybert: joint learning target and emotion for hate speech detection},
   editor = {Karlapalem, K. and Cheng, H. and Ramakrishnan, N. and Agrawal, R.K. and Reddy, P.K. and Srivastava, J. and Chakraborty, T.},
   publisher = {Springer},
   series = {Lecture Notes in Computer Science},
   volume = {12712},
   booktitle = {Advances in Knowledge Discovery and Data Mining - 25th Pacific-{a}sia Conference, {PAKDD} 2021, Virtual Event, May 11-14, 2021, Proceedings, Part I},
   author = {Awal, M.R. and Cao, R. and Lee, R.K. and Mitrovic, S.},
   pages = {701--713},
   year = {2021},
   doi = {10.1007/978-3-030-75762-5_55},
   url = {}
}

@ARTICLE{scutari21a,
   title = {Self-efficacy beliefs mediate the association between pain intensity and pain interference in acute/subacute whiplash-associated disorders},
   journal = {European Spine Journal},
   volume = {20},
   author = {Pedrero-Martin, Y. and Falla, D. and Martinez-Calderon, J. and Liew, B.X.W. and Scutari, M. and Luque-Suarez, A.},
   pages = {1689--1698},
   year = {2021},
   doi = {},
   url = {}
}

@INPROCEEDINGS{forgione2021c,
   title = {Deep learning with transfer functions: {N}ew applications in system identification},
   booktitle = {Proceedings of the 19th {IFAC} Symposium System Identification: {l}earning {m}odels for {d}ecision and {c}ontrol},
   author = {Piga, D and Forgione, M and Mejari, M},
   year = {2021},
   doi = {},
   url = {}
}

@INPROCEEDINGS{cabanas2021d,
   title = {A comparison bewteen elvira software and amidst toolbox in environmental data: a case study of flooding risk management},
   booktitle = {Proceedings of the 15th Uai Conference on Bayesian Modeling Applications Workshop},
   author = {Ropero, R.F. and Flores, M.J. and Caba\~nas, R. and Rum\'i, R.},
   year = {2021},
   doi = {},
   url = {}
}

@ARTICLE{Roveda2021c,
   title = {Pairwise preferences-based optimization of a path-based velocity planner in robotic sealing tasks},
   journal = {{IEEE} Robotics and Automation Letters},
   author = {Roveda, L. and Maggioni, B. and Marescotti, E. and Shahid, A. and Zanchettin, M. and Bemporad, A. and Piga, D.},
   year = {2021},
   doi = {10.1109/LRA.2021.3094479},
   url = {}
}

@INPROCEEDINGS{Roveda2021h,
   title = {Enhancing object detection performance through sensor pose {D}efinition with bayesian optimization},
   journal = {Metrology2021},
   author = {Roveda, L. and Maroni, M. and Mazzuchelli, L. and Praolini, L. and Bucca, G. and Piga, D.},
   year = {2021},
   doi = {10.1109/METROIND4.0IOT51437.2021.9488517},
   url = {}
}

@ARTICLE{Roveda2021a,
   title = {Sensorless environment stiffness and interaction force estimation for impedance control tuning in robotized interaction tasks},
   journal = {Autonomous Robots},
   author = {Roveda, L. and Piga, D.},
   year = {2021},
   doi = {https://doi.org/10.1007/s10514-021-09970-z},
   url = {}
}

@INPROCEEDINGS{Roveda2021i,
   title = {External joint torques estimation for a position-controlled manipulator employing an extended kalman filter},
   journal = {{UbiquitousRobots2021}},
   author = {Roveda, L. and Riva, D. and Bucca, G. and Piga, D.},
   year = {2021},
   doi = {10.1109/UR52253.2021.9494674},
   url = {}
}

@ARTICLE{Roveda2021f,
   title = {Sensorless optimal switching {Impact/Force} controller},
   journal = {{IEEE} Access},
   author = {Roveda, L. and Riva, D. and Bucca, G. and Piga, D.},
   year = {2021},
   doi = {10.1109/ACCESS.2021.3131390},
   url = {}
}

@ARTICLE{Roveda2021b,
   title = {Sensorless optimal interaction control exploiting environment stiffness estimation},
   journal = {{IEEE} Transactions on Control System Technology},
   author = {Roveda, L. and Shahid, A. and Iannacci, N. and Piga, D.},
   year = {2021},
   doi = {10.1109/TCST.2021.3061091},
   url = {}
}

@ARTICLE{piga2021b,
   title = {Optimal direct data-driven control with stability guarantees},
   journal = {European Journal of Control},
   volume = {59},
   author = {Selvi, D. and Piga, D. and Battistelli, G. and Bemporad, A.},
   year = {2021},
   doi = {https://doi.org/10.1016/j.ejcon.2020.09.005},
   url = {}
}

@ARTICLE{Roveda2021d,
   title = {Decentralized multi-agent control of a manipulator in continuous task learning},
   journal = {{MDPI} Applied Science},
   author = {Shahid, A. and Sesin, J. and Pecioski, D. and Braghin, F. and Piga, D. and Roveda, L.},
   year = {2021},
   doi = {https://doi.org/10.3390/app112110227},
   url = {}
}

@INPROCEEDINGS{szehr2021b,
   title = {Deep self-optimizing artificial intelligence for tactical analysis, training and optimization },
   journal = {{MSG}-Symposium},
   publisher = {NATO},
   author = {Sommer, M. and R\"uegsegger, M. and Szehr, O. and Del Rio, G.},
   year = {2021},
   doi = {},
   url = {}
}

@ARTICLE{szehr2021a,
   title = {Explicit counterexamples to {S}ch\"affer's conjecture},
   journal = {Journal {d}e Math\'ematiques Pures {e}t Appliqu\'ees},
   volume = {146},
   author = {Szehr, O. and Zarouf, R.},
   pages = {1-30},
   year = {2021},
   doi = {10.1016/j.matpur.2020.10.006},
   url = {}
}

@INPROCEEDINGS{antonucci2021d,
   title = {Logic and model checking by imprecise probabilistic interpreted systems},
   editor = {Rosenfeld, A. and Talmon, N.},
   address = {Cham},
   booktitle = {Multi-Agent Systems. {EUMAS} 2021. Lecture Notes in Computer Science},
   author = {Termine, A. and Antonucci, A. and Primiero, G. and Facchini, A.},
   year = {2021},
   doi = {https://doi.org/10.1007/978-3-030-82254-5_13},
   url = {}
}

@INPROCEEDINGS{antonucci2021a,
   title = {Robust model checking with imprecise markov reward models},
   editor = {De Bock, J., Cano, A., Miranda, E., Moral, S.},
   publisher = {JMLR.org},
   series = {PMLR},
   volume = {147},
   booktitle = {{ISIPTA} 2021},
   author = {Termine, A. and Antonucci, A. and Facchini, A. and Primiero, G.},
   pages = {299--309},
   year = {2021},
   doi = {},
   url = {https://leo.ugr.es/isipta21/pmlr/termine21.pdf}
}

@INPROCEEDINGS{zaffalon2021c,
   title = {Causal expectation-maximisation},
   booktitle = {{WHY}-21 @ {NeurIPS} 2021},
   author = {Zaffalon, M. and Antonucci, A. and Cabañas, R.},
   year = {2021},
   doi = {},
   url = {https://why21.causalai.net/papers/WHY21_52.pdf}
}

@ARTICLE{zaffalon2019a,
   title = {Desirability foundations of robust rational decision making},
   journal = {Synthese},
   publisher = {Springer},
   volume = {198},
   author = {Zaffalon, M. and Miranda, E.},
   number = {27},
   pages = {S6529--S6570},
   year = {2021},
   doi = {10.1007/s11229-018-02010-x},
   url = {}
}

@INPROCEEDINGS{zaffalon2021a,
   title = {The sure thing},
   editor = {De Bock, J., Cano, A., Miranda, E., Moral, S.},
   publisher = {JMLR.org},
   series = {PMLR},
   volume = {147},
   booktitle = {{ISIPTA} 2021},
   author = {Zaffalon, M., Miranda, E.},
   pages = {342--351},
   year = {2021},
   doi = {},
   url = {https://www.sipta.org/isipta21/pmlr/zaffalon21.pdf}
}

@INPROCEEDINGS{piga2021e,
   title = {Preference-based {MPC} calibration},
   address = {Napoli, Italy},
   booktitle = {Proceedings of the European Control Conference},
   author = {Zhu, M. and Bemporad, A. and Piga, D.},
   year = {2021},
   doi = {},
   url = {}
}

@ARTICLE{Linda2020b,
   title = {A research agenda for hybrid intelligence: {A}ugmenting human intellect with collaborative, adaptive, responsible and explainable artificial intelligence},
   journal = {{IEEE} Computer},
   volume = {53},
   author = {Akata, Z. and Ballier, D. and de Rijke, M. and Dignum, F. and Dignum, V. and Eiben, G. and Fokkens, A. and Grossi, D. and Hindriks, K. and Hoos, H. and Hung, H. and Jonker, C. and Monz, C. and Neerincx, M. and Oliehoek, F. and Prakken, H. and Schlobach, S. and van der Gaag, L.C. and van Harmelen, F. and van Hoof, H. and van Riemsdijk, B. and van Wynsberghe, A. and Verbrugge, R. and Berheij, B. and Vossen, P. and Welling, M.},
   pages = {18-28},
   year = {2020},
   doi = {10.1109/MC.2020.2996587},
   url = {}
}

@INPROCEEDINGS{antonucci2020a,
   title = {Approximate {MMAP} by marginal search},
   editor = {Brawner, K.W. and Bart\'ak, R. and Bell, E.},
   publisher = {AAAI Press},
   address = {North Miami Beach, Florida, USA},
   booktitle = {Proceedings of the Thirty-{t}hird International Florida Artificial Intelligence Research Society Conference ({FLAIRS}-33)},
   author = {Antonucci, A. and Tiotto, T.},
   pages = {181--184},
   year = {2020},
   doi = {},
   url = {https://www.aaai.org/Library/FLAIRS/flairs20contents.php}
}

@INPROCEEDINGS{azzimonti2020a,
   title = {Structure learning from related data sets with a hierarchical {B}ayesian score},
   publisher = {PMLR},
   volume = {138},
   booktitle = {Proceedings of the 10th International Conference on Probabilistic Graphical Models ({PGM} 2020)},
   author = {Azzimonti, L. and Corani, G. and Scutari, M.},
   pages = {5--16},
   year = {2020},
   doi = {},
   url = {http://proceedings.mlr.press/v138/azzimonti20a.html}
}

@INPROCEEDINGS{azzimontid2020b,
   title = {Active vs transfer learning approaches for qot estimation with small training datasets},
   publisher = {Optical Society of America},
   booktitle = {Optical Fiber Communication Conference ({OFC} 2020)},
   author = {Azzimonti, D. and Rottondi, C. and Giusti, A. and Tornatore, M. and Bianco, A.},
   pages = {M4E.1},
   year = {2020},
   doi = {10.1364/OFC.2020.M4E.1},
   url = {}
}

@ARTICLE{azzimontid2020a,
   title = {Reducing probes for quality of transmission estimation in optical networks with active learning},
   journal = {J. Opt. Commun. Netw.},
   publisher = {OSA},
   volume = {12},
   author = {Azzimonti, D. and Rottondi, C. and Tornatore, M.},
   number = {1},
   pages = {A38--A48},
   year = {2020},
   doi = {10.1364/JOCN.12.000A38},
   url = {}
}

@ARTICLE{azzimontid2020c,
   title = {Skew gaussian processes for classification},
   journal = {Machine Learning},
   volume = {109},
   author = {Benavoli, A. and Azzimonti, D. and Piga, D.},
   year = {2020},
   doi = {10.1007/s10994-020-05906-3},
   url = {}
}

@ARTICLE{scutari20c,
   title = {Identifiability and consistency of bayesian network structure learning from incomplete data},
   journal = {Proceedings of Machine Learning Research ({PGM} 2020)},
   volume = {138},
   author = {Bodewes, T. and Scutari, M.},
   pages = {29--40},
   year = {2020},
   doi = {},
   url = {}
}

@ARTICLE{scutari20g,
   title = {Constraint-based learning for continuous-time bayesian networks},
   journal = {Proceedings of Machine Learning Research ({PGM} 2020)},
   volume = {138},
   author = {Bregoli, A. and Scutari, M. and Stella, F.},
   pages = {41--52},
   year = {2020},
   doi = {},
   url = {}
}

@ARTICLE{scutari20e,
   title = {A machine learning approach to relationships among alexithymia components},
   journal = {Psychiatria Danubina},
   volume = {32},
   author = {Briganti, G. and Scutari, M. and Linkowski, P.},
   number = {Suppl. 1},
   pages = {180--187},
   year = {2020},
   doi = {},
   url = {}
}

@INPROCEEDINGS{cabanas2020a,
   title = {Credici: a java library for causal inference by credal networks},
   publisher = {PMLR},
   address = {Aalborg, Denmark},
   series = {Proceedings of Machine Learning Research},
   booktitle = {Proceedings of the 10th International Conference on Probabilistic Graphical Models},
   author = {Caba\~nas, R. and Antonucci, A. and Huber, D. and Zaffalon, M.},
   year = {2020},
   doi = {},
   url = {}
}

@INPROCEEDINGS{cabanas2020b,
   title = {Probabilistic graphical models with neural networks in inferpy},
   publisher = {PMLR},
   address = {Aalborg, Denmark},
   series = {Proceedings of Machine Learning Research},
   booktitle = {Proceedings of the 10th International Conference on Probabilistic Graphical Models},
   author = {Caba\~nas, R. and C\'ozar, J. and Salmer\'on, A. and Masegosa, A.R.},
   year = {2020},
   doi = {},
   url = {}
}

@ARTICLE{cannelli2020a,
   title = {Asynchronous optimization over graphs: linear convergence under error bound conditions},
   journal = {{IEEE} Transactions on Automatic Control},
   volume = {66},
   author = {Cannelli, L. and Facchinei, F. and Scutari, G. and Kungurtsev, V.},
   number = {10},
   pages = {4604-4619},
   year = {2020},
   doi = {10.1109/TAC.2020.3033490},
   url = {}
}

@ARTICLE{casanova2020a,
   title = {Social pooling of beliefs and values with desirability},
   journal = {Proceedings of the 33rd International Flairs Conference ({FLAIRS}-33)},
   author = {Casanova, A. and Miranda, E. and Zaffalon, M.},
   year = {2020},
   doi = {},
   url = {https://www.flairs-33.info/}
}

@ARTICLE{Linda2019e,
   title = {Detecting correlation between extreme probability events},
   journal = {International Journal of General Systems },
   volume = {49},
   author = {Coletti, G. and van der Gaag, L.C. and Petturiti, D. and Vantaggi, B.},
   number = {1},
   pages = {64--87},
   year = {2020},
   doi = {10.1080/03081079.2019.1692005},
   url = {}
}

@INPROCEEDINGS{corani2020a,
   title = {Probabilistic reconciliation of hierarchical forecast via {B}ayes’ rule},
   editor = {Hutter, Frank and Kersting, Kristian and Lijffijt, Jefrey and Valera, Isabel},
   booktitle = {Joint European Conference on Machine Learning and Knowledge Discovery in Database ({ECML}- {PKDD})},
   author = {Corani, G. and Azzimonti, D. and Augusto, J.P.S.C. and Zaffalon, M.},
   pages = {211--226},
   year = {2020},
   doi = {10.1007/978-3-030-67664-3_13},
   url = {}
}

@ARTICLE{cabanas2020c,
   title = {Inferpy: probabilistic modeling with deep neural networks made easy},
   journal = {Neurocomputing},
   volume = {415},
   author = {C\'ozar, J. and Caba\~nas, R. and Salmer\'on, A. and Masegosa, A.R.},
   pages = {408--410},
   year = {2020},
   doi = {https://doi.org/10.1016/j.neucom.2020.07.117},
   url = {http://www.sciencedirect.com/science/article/pii/S092523122031328X}
}

@ARTICLE{scutari20f,
   title = {An interdisciplinary examination of stress and injury occurrence in athletes},
   journal = {Frontiers in Sports and Active Living},
   volume = {2},
   author = {Fisher, H. and Gittoes, M. and Evans, L. and Bitchell, L. and Mullen, R. and Scutari, M.},
   number = {595619},
   pages = {1--20},
   year = {2020},
   doi = {},
   url = {}
}

@INPROCEEDINGS{forgione2020b,
   title = {Model structures and fitting criteria for system identification with neural networks},
   booktitle = {Proceedings of the 14th {IEEE} International Conference Application of Information and Communication Technologies ({AICT} 20)},
   author = {Forgione, M. and Piga, D.},
   year = {2020},
   doi = {},
   url = {https://arxiv.org/pdf/1911.13034.pdf}
}

@INPROCEEDINGS{forgione2020a,
   title = {Efficient {C}alibration of {E}mbedded {MPC}},
   booktitle = {Proceedings of the 21st {IFAC} World Congress ({IFAC} 20)},
   author = {Forgione, M. and Piga, D. and Bemporad, A.},
   year = {2020},
   doi = {},
   url = {https://arxiv.org/pdf/1911.13021.pdf}
}

@INPROCEEDINGS{Linda2020c,
   title = {Poset representations for sets of elementary triplets},
   publisher = {JMLR.org},
   booktitle = {Proceedings of the 10th International Conference on Probabilistic Graphical Models ({PGM} 2020)},
   author = {van der Gaag, L.C. and Bolt, J.H.},
   year = {2020},
   doi = {},
   url = {https://pgm2020.cs.aau.dk/index.php/accepted-papers/}
}

@INPROCEEDINGS{Linda2020a,
   title = {Building causal interaction models by recursive unfolding},
   publisher = {JMLR.org},
   booktitle = {Proceedings of the 10th International Conference on Probabilistic Graphical Models ({PGM} 2020)},
   author = {van der Gaag, L.C. and Renooij, S. and Facchini, A.},
   year = {2020},
   doi = {},
   url = {https://pgm2020.cs.aau.dk/index.php/accepted-papers/}
}

@INPROCEEDINGS{antonucci2020c,
   title = {Learning probabilistic sentential decision diagrams by sampling},
   publisher = {SBC},
   address = {Porto Alegre, RS, Brasil},
   booktitle = {Proceedings of the Eight Symposium on Knowledge Discovery, Mining and Learning ({KMILE} 2020)},
   author = {Geh, R. and Mau\'a, D.D. and Antonucci, A.},
   pages = {129--136},
   year = {2020},
   doi = {10.5753/kdmile.2020.11968},
   url = {}
}

@INPROCEEDINGS{huber2020a,
   title = {{CREMA}: a {J}ava library for credal network inference},
   editor = {Jaeger, M. and Nielsen, T.D.},
   publisher = {PMLR},
   address = {Aalborg, Denmark},
   series = {Proceedings of Machine Learning Research},
   booktitle = {Proceedings of the 10th International Conference on Probabilistic Graphical Models ({PGM} 2020)},
   author = {Huber, D. and Caba\~nas, R. and Antonucci, A. and Zaffalon, M.},
   year = {2020},
   doi = {},
   url = {https://pgm2020.cs.aau.dk}
}

@INPROCEEDINGS{vani2020b,
   title = {Temporal embeddings and transformer models for narrative text understanding},
   publisher = {ceur},
   booktitle = {Third International Workshop on Narrative Extraction {f}rom Texts ({Text2Story} 20), 42nd European Conference on Information Retrieval ({ECIR} 20)},
   author = {Kanjirangat, V. and Mellace, S. and Antonucci, A.},
   year = {2020},
   doi = {},
   url = {http://ceur-ws.org/Vol-2593/paper9.pdf}
}

@INPROCEEDINGS{vani2020semeval,
   title = {{SST}-{BERT} at {SemEval}-2020 task 1: semantic shift tracing by clustering in {BERT}-based embedding spaces},
   booktitle = {{SemEval}-2020 Task 1: Unsupervised Lexical Semantic Change Detection.To {a}ppear In Proceedings of the 14th International Workshop on Semantic Evaluation, Barcelona, Spain},
   author = {Kanjirangat, V. and Mitrovic, S. and Antonucci, A. and Rinaldi, F.},
   year = {2020},
   doi = {},
   url = {http://alt.qcri.org/semeval2020/}
}

@ARTICLE{Kern2020,
   title = {Impact on place of death in cancer patients: a causal exploration in southern switzerland},
   journal = {{BMC} Palliative Care},
   publisher = {Research Square},
   volume = {19},
   author = {Kern, H. and Corani, G. and Huber, D. and Vermes, N. and Zaffalon, M. and Varini, M. and Wenzel, C. and Fringer, A.},
   pages = {160},
   year = {2020},
   doi = {10.21203/rs.3.rs-29758/v3},
   url = {}
}

@ARTICLE{piga2020b,
   title = {Sparse {RKHS} estimation via globally convex optimization and its application in {LPV}-{IO} identification},
   journal = {Automatica},
   volume = {115},
   author = {Laurain, V. and T\'oth, R. and Piga, D. and Darwish, M.A.H.},
   year = {2020},
   doi = {10.1016/j.automatica.2020.108914},
   url = {http://www.sciencedirect.com/science/article/pii/S0005109820301126}
}

@ARTICLE{scutari20a,
   title = {Probing the mechanisms underpinning recovery in post-surgical patients with cervical radiculopathy using bayesian networks},
   journal = {European Journal of Pain},
   volume = {24},
   author = {Liew, B.X.W. and Peolsson, A. and Scutari, M. and L\"ofgren, H. and Wibault, J. and r A Dedering, and \"Oberg, B. and Zsigmond, P. and Falla, D.},
   number = {5},
   pages = {909--920},
   year = {2020},
   doi = {},
   url = {}
}

@INPROCEEDINGS{mangili2020b,
   title = {Conversational recommender system by {B}ayesian methods},
   editor = {Davis, Jesse and Tabia, Karim},
   publisher = {Springer, Cham},
   series = {Lecture Notes in Artificial Intelligence},
   volume = {12322},
   booktitle = {Proceedings of the Fourteenth International Conference on Scalable Uncertainty Management ({SUM} 2020)},
   author = {Mangili, F. and Broggini, D. and Antonucci, A.},
   pages = {200--213},
   year = {2020},
   doi = {10.1007/978-3-030-58449-8_14},
   url = {}
}

@ARTICLE{mangili2020a,
   title = {A {B}ayesian approach to conversational recommendation systems},
   journal = {{AAAI} 2020 Workshop on Interactive and Conversational Recommendation Systems ({WICRS}-20)},
   author = {Mangili, F. and Broggini, D. and Antonucci, A. and Alberti, M. and Cimasoni, L.},
   year = {2020},
   doi = {},
   url = {https://sites.google.com/view/wicrs2020}
}

@ARTICLE{antonucci2020d,
   title = {Tractable inference in credal sentential decision diagrams},
   journal = {International Journal of Approximate Reasoning},
   volume = {125},
   author = {Mattei, L. and Antonucci, A. and Mau\'a, D.D. and Facchini, A. and Llerena, J.V.},
   pages = {26--48},
   year = {2020},
   doi = {10.1016/j.ijar.2020.06.005},
   url = {}
}

@INPROCEEDINGS{antonucci2020b,
   title = {Two reformulation approaches to maximum-a-posteriori inference in sum-product networks},
   editor = {Jaeger, M. and Nielsen, T.D.},
   publisher = {PMLR},
   address = {Aalborg, Denmark},
   series = {Proceedings of Machine Learning Research},
   booktitle = {Proceedings of the 10th International Conference on Probabilistic Graphical Models ({PGM} 2020)},
   author = {Mau\`a, D.D. and Ribeiro, H. and Katague, G. and Antonucci, A.},
   year = {2020},
   doi = {},
   url = {https://pgm2020.cs.aau.dk}
}

@INPROCEEDINGS{mejari2020a,
   title = {A bias-correction approach for the identification of piecewise affine output-error models},
   address = {Berlin, Germany},
   booktitle = {21st {IFAC} World Congress ({IFAC} 2020)},
   author = {Mejari, M. and Breschi, V. and Naik, V.V. and Piga, D.},
   year = {2020},
   doi = {},
   url = {https://www.ifac2020.org}
}

@ARTICLE{mejari2020b,
   title = {Recursive bias-correction method for identification of piecewise affine output-error models},
   journal = {{IEEE} Control Systems Letters},
   volume = {4},
   author = {Mejari, M. and Breschi, V. and Piga, D.},
   pages = {970--975},
   year = {2020},
   doi = {10.1109/LCSYS.2020.2998282},
   url = {}
}

@ARTICLE{zaffalon2020a,
   title = {Compatibility, desirability, and the running intersection property},
   journal = {Artificial Intelligence},
   volume = {283},
   author = {Miranda, E., Zaffalon, M.},
   pages = {103724},
   year = {2020},
   doi = {10.1016/j.artint.2020.103274},
   url = {}
}

@ARTICLE{piga2020a,
   title = {Rao-{B}lackwellized sampling for batch and recursive {B}ayesian inference of piecewise affine models},
   journal = {Automatica},
   volume = {117},
   author = {Piga, D. and Bemporad, A. and Benavoli, A.},
   pages = {109002},
   year = {2020},
   doi = {10.1016/j.automatica.2020.109002},
   url = {}
}

@ARTICLE{piga2020c,
   title = {Estimation of jump box--jenkins models},
   journal = {Automatica},
   volume = {120},
   author = {Piga, D. and Breschi, V. and Bemporad, A.},
   pages = {109126},
   year = {2020},
   doi = {10.1016/j.automatica.2020.109126},
   url = {http://www.sciencedirect.com/science/article/pii/S0005109820303241}
}

@ARTICLE{Roveda2020b,
   title = {{6D} virtual sensor for wrench estimation in robotized interaction tasks exploiting extended {K}alman filter},
   journal = {{MDPI} Machines},
   author = {Roveda, L. and Bussolan, A. and Braghin, F. and Piga, D.},
   year = {2020},
   doi = {10.3390/machines8040067},
   url = {}
}

@INPROCEEDINGS{Roveda2020f,
   title = {A control framework definition to overcome position/interaction dynamics uncertainties in force-controlled tasks},
   booktitle = {{IEEE} International Conference on Robotics and Automation ({ICRA}) 2020},
   author = {Roveda, L. and Castaman, N. and Franceschi, P. and Ghidoni, S. and Pedrocchi, N.},
   year = {2020},
   doi = {10.1109/ICRA40945.2020.9197141},
   url = {}
}

@ARTICLE{roveda2020a,
   title = {Robot control parameters auto-tuning in trajectory tracking applications},
   journal = {Control Engineering Practice},
   volume = {101},
   author = {Roveda, L. and Forgione, M. and Piga, D.},
   pages = {104488},
   year = {2020},
   doi = {10.1016/j.conengprac.2020.104488},
   url = {}
}

@INPROCEEDINGS{Roveda2020h,
   title = {One-stage auto-tuning procedure of robot dynamics and control parameters for trajectory tracking applications},
   booktitle = {Ubiquitous Robots 2020},
   author = {Roveda, L. and Forgione, M. and Piga, D.},
   year = {2020},
   doi = {10.1109/UR49135.2020.9144761},
   url = {}
}

@ARTICLE{Roveda2020j,
   title = {Human--robot collaboration in sensorless assembly task learning enhanced by uncertainties adaptation via {B}ayesian optimization},
   journal = {Robotics and Autonomous Systems},
   author = {Roveda, L. and Magni, M. and Cantoni, M. and Piga, D. and Bucca, G.},
   year = {2020},
   doi = {10.1016/j.robot.2020.103711},
   url = {}
}

@INPROCEEDINGS{Roveda2020k,
   title = {Assembly task learning and optimization through {H}uman’s demonstration and machine learning},
   booktitle = {{IEEE} International Conference on Systems, Man, and Cybernetics},
   author = {Roveda, L. and Magni, M. and Cantoni, M. and Piga, D. and Bucca, G.},
   year = {2020},
   doi = {10.1109/SMC42975.2020.9282911},
   url = {}
}

@ARTICLE{Roveda2020c,
   title = {Model-based reinforcement learning variable impedance control for human-robot collaboration},
   journal = {Journal of Intelligent & Robotic Systems},
   publisher = {Springer},
   author = {Roveda, L. and Maskani, J. and Franceschi, P. and Arash, A. and Braghin, F. and Molinari Tosatti, L. and Pedrocchi, N.},
   year = {2020},
   doi = {10.1007/s10846- 020-01183-3},
   url = {}
}

@ARTICLE{Roveda2020d,
   title = {Robust state dependent {R}iccati equation variable impedance control for robotic force-tracking tasks},
   journal = {International Journal of Intelligent Robotics and Applications},
   publisher = {Springer},
   author = {Roveda, L. and Piga, D.},
   year = {2020},
   doi = {10.1007/s41315-020-00153-0},
   url = {}
}

@INPROCEEDINGS{Roveda2020g,
   title = {Interaction force computation exploiting environment stiffness estimation for sensorless robot applications},
   booktitle = {{IEEE} Metrology for Industry 4.0 and {IoT} 2020},
   author = {Roveda, L. and Piga, D.},
   year = {2020},
   doi = {10.1109/MetroInd4.0IoT48571.2020.9138189},
   url = {}
}

@ARTICLE{Roveda2020e,
   title = {Design methodology of an active back-support exoskeleton with adaptable backbone-based kinematics},
   journal = {International Journal of Industrial Ergonomics},
   publisher = {Elsevier},
   author = {Roveda, L. and Savani, L. and Arlati, S. and Dinon, T. and Legnani, G. and Molinari Tosatti, L.},
   year = {2020},
   doi = {10.1016/j.ergon.2020.102991},
   url = {}
}

@ARTICLE{scutari20h,
   title = {Hard and soft em in bayesian network learning from incomplete data},
   journal = {Algorithms},
   volume = {13},
   author = {Ruggieri, A. and Stranieri, F. and Stella, F. and Scutari, M.},
   number = {12},
   pages = {329},
   year = {2020},
   doi = {},
   url = {}
}

@ARTICLE{schurch2020a,
   title = {Recursive estimation for sparse gaussian process regression},
   journal = {Automatica},
   publisher = {Elsevier},
   volume = {120},
   author = {Sch\"urch, M. and Azzimonti, D. and Benavoli, A. and Zaffalon, M.},
   pages = {109127},
   year = {2020},
   doi = {},
   url = {}
}

@INPROCEEDINGS{Roveda2020l,
   title = {Learning continuous control actions for robotic grasping with reinforcement learning},
   booktitle = {{IEEE} International Conference on Systems, Man, and Cybernetics},
   author = {Shahid, A.A. and Roveda, L. and Piga, D. and Braghin, F.},
   year = {2020},
   doi = {10.1109/SMC42975.2020.9282951},
   url = {}
}

@ARTICLE{scutari20b,
   title = {Tectonic control on global variations in the record of large-magnitude explosive eruptions in volcanic arcs},
   journal = {Frontiers in Earth Sciences},
   volume = {8},
   author = {Sheldrake, T.E. and Caricchi, L. and Scutari, M.},
   number = {127},
   pages = {1--14},
   year = {2020},
   doi = {},
   url = {}
}

@INPROCEEDINGS{Roveda2020i,
   title = {Tactile sensing with gesture-controlled collaborative robot},
   booktitle = {2020 {IEEE} International Workshop on Metrology for Industry 4.0 & {IoT} ({MetroInd4}.0 & {IoT})},
   author = {Sorgini, F. and Air\`o Farulla, G. and Lukic, N. and Danilov, I. and Roveda, L. and Milivojevic, M. and Babu Pulikottil, T. and Carrozza, M.C. and Prinetto, P. and Tolio, T. and Oddo, C.M. and Petrovic, P. and Bojovic, B.},
   year = {2020},
   doi = {10.1109/MetroInd4.0IoT48571.2020.9138183},
   url = {}
}

@ARTICLE{szehr2020aa,
   title = {Interpolation without commutants},
   journal = {Journal of Operator Theory},
   volume = {84},
   author = {Szehr, O. and Zarouf, R.},
   number = {1},
   pages = {239-256},
   year = {2020},
   doi = {10.7900/jot.2019may21.2264},
   url = {}
}

@INPROCEEDINGS{supsi2020a,
   title = {Temporal word embeddings for narrative understanding},
   publisher = {ACM},
   booktitle = {12th International Conference on Machine Learning and Computing ({ICMLC} 2020)},
   author = {Volpetti, C. and Kanjirangat, V. and Antonucci, A.},
   year = {2020},
   doi = {},
   url = {http://www.icmlc.org/}
}

@INPROCEEDINGS{corani2019e,
   title = {Sampling subgraphs with guaranteed treewidth for accurate and efficient graphical inference},
   booktitle = {Proceedings of International Conference on Web Search and Data Mining ({WSDM} '20)},
   author = {Yoo, J. and Kang, U. and Scanagatta, M. and Corani, G. and Zaffalon, M.},
   year = {2020},
   doi = {},
   url = {https://dl.acm.org/doi/pdf/10.1145/3336191.3371815}
}

@INPROCEEDINGS{zaffalon2020b,
   title = {Structural causal models are (solvable by) credal networks},
   editor = {Jaeger, M., Nielsen, T. D. },
   publisher = {JMLR.org},
   series = {PMLR},
   volume = {138},
   booktitle = {Proceedings of the 10th International Conference on Probabilistic Graphical Models ({PGM} 2020)},
   author = {Zaffalon, M. and Antonucci, A. and Cabañas, R.},
   pages = {581--592},
   year = {2020},
   doi = {},
   url = {http://proceedings.mlr.press/v138/zaffalon20a/zaffalon20a.pdf}
}

@INPROCEEDINGS{supsi2019c,
   title = {Reliable discretisation of deterministic equations in {B}ayesian networks},
   publisher = {AAAI Press},
   booktitle = {Proceedings of the 32nd International Flairs Conference ({FLAIRS}-32)},
   author = {Antonucci, A.},
   year = {2019},
   doi = {},
   url = {https://aaai.org/ocs/index.php/FLAIRS/FLAIRS19/paper/view/18228/17346}
}

@INPROCEEDINGS{supsi2019b,
   title = {Credal sentential decision diagrams},
   booktitle = {Proceedings of the Eleventh International Symposium on Imprecise Probability: Theories and Applications ({ISIPTA} '19)},
   author = {Antonucci, A. and Facchini, A. and Mattei, L.},
   year = {2019},
   doi = {},
   url = {http://www.isipta2019.ugent.be/contributions/antonucci19.pdf}
}

@ARTICLE{azzimonti2018a,
   title = {Modeling spatially dependent functional data via regression with differential regularization},
   journal = {Journal of Multivariate Analysis},
   volume = {170},
   author = {Arnone, E. and Azzimonti, L. and Nobile, F. and Sangalli, L.M.},
   pages = {275-295},
   year = {2019},
   doi = {10.1016/j.jmva.2018.09.006},
   url = {}
}

@ARTICLE{azzimonti2019a,
   title = {Hierarchical estimation of parameters in {B}ayesian networks},
   journal = {Computational Statistics and Data Analysis},
   volume = {137},
   author = {Azzimonti, L. and Corani, G. and Zaffalon, M.},
   pages = {67--91},
   year = {2019},
   doi = {10.1016/j.csda.2019.02.004},
   url = {}
}

@ARTICLE{azzimontid2019c,
   title = {Adaptive design of experiments for conservative estimation of excursion sets},
   journal = {Technometrics},
   publisher = {Taylor & Francis},
   volume = {63},
   author = {Azzimonti, D. and Ginsbourger, D. and Chevalier, C. and Bect, J. and Richet, Y.},
   number = {1},
   pages = {13-26},
   year = {2019},
   doi = {10.1080/00401706.2019.1693427},
   url = {}
}

@ARTICLE{azzimontid2019a,
   title = {Profile extrema for visualizing and quantifying uncertainties on excursion regions. Application to coastal flooding},
   journal = {Technometrics},
   publisher = {Taylor & Francis},
   volume = {61},
   author = {Azzimonti, D. and Ginsbourger, D. and Rohmer, J. and Idier, D.},
   number = {4},
   pages = {474--493},
   year = {2019},
   doi = {10.1080/00401706.2018.1562987},
   url = {}
}

@INPROCEEDINGS{azzimontid2019b,
   title = {Using active learning to decrease probes for {QoT} estimation in optical networks},
   journal = {Optical Fiber Communication Conference ({OFC}) 2019},
   publisher = {Optical Society of America},
   author = {Azzimonti, D. and Rottondi, C. and Tornatore, M.},
   pages = {Th1H.1},
   year = {2019},
   doi = {10.1364/OFC.2019.Th1H.1},
   url = {}
}

@INPROCEEDINGS{zaffalon2019b,
   title = {Bernstein's socks, polynomial-time provable coherence and entanglement},
   editor = {De Bock, J. and de Campos, C. and de Cooman, G. and Quaeghebeur, E. and Wheeler, G.},
   publisher = {JMLR.org},
   series = {PMLR},
   volume = {103},
   booktitle = {{ISIPTA };'19: Proceedings of the Eleventh International Symposium on Imprecise Probability: Theories and Applications},
   author = {Benavoli, A. and Facchini, A. and Zaffalon, M.},
   pages = {23-31},
   year = {2019},
   doi = {},
   url = {http://proceedings.mlr.press/v103/benavoli19a/benavoli19a.pdf}
}

@INPROCEEDINGS{Linda2019c,
   title = {On minimum elementary-triplet bases for independence relations},
   editor = {De Bock, J. and de Campos, C.P. and de Cooman, G. and Quaeghebeur, E. and Wheeler, G.},
   publisher = {JMLR.org},
   series = {PMLR},
   volume = {103},
   booktitle = {Proceedings of the Eleventh International Symposium on Imprecise Probability: Theories and Applications ({ISIPTA} '19)},
   author = {Bolt, J.H. and van der Gaag, L.C.},
   pages = {32--37},
   year = {2019},
   doi = {},
   url = {http://www.sipta.org/isipta19/contributions/bolt19.pdf}
}

@ARTICLE{piga2019b,
   title = {Online end-use energy disaggregation via jump linear models},
   journal = {Control Engineering Practice},
   volume = {89},
   author = {Breschi, V. and Piga, D. and Bemporad, A.},
   pages = {30--42},
   year = {2019},
   doi = {10.1016/j.conengprac.2019.05.011},
   url = {}
}

@ARTICLE{mangili2019a,
   title = { From location tracking to personalized eco-feedback: a framework for geographic information collection, processing and visualization to promote sustainable mobility behaviors},
   journal = {Travel Behaviour and Society},
   volume = {14},
   author = {Bucher, D. and Mangili, F. and Cellina, F. and Bonesana, C. and Jonietz, D. and Raubal, M.},
   pages = {43-56},
   year = {2019},
   doi = {10.1016/j.tbs.2018.09.005},
   url = {}
}

@ARTICLE{piga2019d,
   title = {Identification of elasto-plastic and nonlinear fracture mechanics parameters of silver-plated copper busbars for photovoltaics},
   journal = {Engineering Fracture Mechanics},
   volume = {205},
   author = {Carollo, V. and Piga, D. and Borri, C. and Paggi, M.},
   pages = {439--454},
   year = {2019},
   doi = {},
   url = {https://www.sciencedirect.com/science/article/pii/S001379441830451X?via%3Dihub}
}

@ARTICLE{mangili2019b,
   title = {A large scale, app-based behaviour change experiment persuading sustainable mobility patterns: methods, results and lessons learnt},
   journal = {Sustainability},
   editor = {mdpi},
   volume = {11},
   author = {Cellina, F. and Bucher, D. and Mangili, F. and Sim\~ao, J.V. and Rudel, R. and Raubal, M.},
   number = {9},
   pages = {2674},
   year = {2019},
   doi = {https://doi.org/10.3390/su11092674},
   url = {}
}

@ARTICLE{rinaldi2019c,
   title = {Improving {spaCy} dependency annotation and {PoS} tagging web service using independent {NER} services},
   journal = {Genomics Inform},
   volume = {17},
   author = {Colic, N. and Rinaldi, F.},
   number = {2},
   pages = {e21},
   year = {2019},
   doi = {10.5808/GI.2019.17.2.e21},
   url = {}
}

@INPROCEEDINGS{Linda2910d,
   title = {An experimental study of prior dependence in {B}ayesian network structure learning},
   editor = {De Bock, J. and de Campos, C.P. and de Cooman, G. and Quaeghebeur, E. and Wheeler, G.},
   publisher = {JMLR.org},
   series = {PMLR},
   volume = {103},
   booktitle = {Proceedings of the Eleventh International Symposium on Imprecise Probability: Theories and Applications ({ISIPTA} '19)},
   author = {Correia, A.H.C. and de Campos, C.P. and van der Gaag, L.C.},
   pages = {78--81},
   year = {2019},
   doi = {},
   url = {http://www.sipta.org/isipta19/contributions/correia19.pdf}
}

@INPROCEEDINGS{rinaldi2019g,
   title = {Approaching {SMM4H} with merged models and multi-task learning},
   publisher = {Association for Computational Linguistics},
   booktitle = {Proceedings of the Fourth Social Media Mining for Health Applications (\#smm4h) Workshop & Shared Task},
   author = {Ellendorff, T. and Furrer, L. and Colic, N. and Aepli, N. and Rinaldi, F.},
   pages = {58--61},
   year = {2019},
   doi = {10.18653/v1/W19-3208},
   url = {https://www.aclweb.org/anthology/W19-3208}
}

@INPROCEEDINGS{rinaldi2019h,
   title = {{UZH@CRAFT}-{ST}: a sequence-labeling approach to concept recognition},
   publisher = {Association for Computational Linguistics},
   booktitle = {Proceedings of the 5th Workshop on Bionlp Open Shared Tasks},
   author = {Furrer, L. and Cornelius, J. and Rinaldi, F.},
   pages = {185--195},
   year = {2019},
   doi = {10.18653/v1/D19-5726},
   url = {}
}

@ARTICLE{rinaldi2019d,
   title = {Oger++: hybrid multi-type entity recognition},
   journal = {Journal of Cheminformatics},
   publisher = {BioMed Central},
   volume = {11},
   author = {Furrer, L. and Jancso, A. and Colic, N. and Rinaldi, F.},
   number = {1},
   pages = {7},
   year = {2019},
   doi = {10.1186/s13321-018-0326-3},
   url = {https://doi.org/10.5167/uzh-162875}
}

@ARTICLE{vani2019a,
   title = {{NOVEL2GRAPH}: {V}isual summaries of narrative text enhanced by machine learning},
   journal = {Proceedings of the {Text2StoryIR'19} Workshop, Cologne, Germany, 14-April-2019},
   editor = {A. Jorge, R. Campos, A. Jatowt, S. Bhatia},
   publisher = {ceur},
   author = {Kanjirangat, V. and Antonucci, A.},
   pages = {29--37},
   year = {2019},
   doi = {},
   url = {http://ceur-ws.org/Vol-2342/paper4.pdf}
}

@INPROCEEDINGS{supsi2019d,
   title = {Semantically corroborating neural attention for biomedical question answering},
   publisher = {Springer, Lecture Notes in Computer Science},
   booktitle = {{BioASQ}: Large-Scale Biomedical Semantic Indexing and Question Answering: Workshop of {ECML/PKDD} 2019},
   author = {Kanjirangat, V. and Oita, M. and Oezdemir-Zaech, F.},
   year = {2019},
   doi = {},
   url = {http://bioasq.org/}
}

@ARTICLE{rinaldi2019b,
   title = {Introduction to {BLAH5} special issue: recent progress on interoperability of biomedical text mining},
   journal = {Genomics Inform},
   volume = {17},
   author = {Kim, J.D. and Cohen, K.B. and Collier, N. and Lu, Z. and Rinaldi, F.},
   number = {2},
   pages = {e12},
   year = {2019},
   doi = {10.5808/GI.2019.17.2.e12},
   url = {}
}

@INPROCEEDINGS{Linda2019b,
   title = {On intercausal interactions in probabilistic relational models},
   editor = {De Bock, J. and de Campos, C.P. and de Cooman, G. and Quaeghebeur, E. and Wheeler, G.},
   series = {Proceedings of Machine Learning Research},
   volume = {103},
   booktitle = {Proceedings of the Eleventh International Symposium on Imprecise Probabilities: Theories and Applications ({ISIPTA} '19)},
   author = {Renooij, S. and van der Gaag, L.C. and Leray, Ph.},
   pages = {327--329},
   year = {2019},
   doi = {},
   url = {http://www.sipta.org/isipta19/contributions/renooij19.pdf}
}

@INPROCEEDINGS{supsi2019a,
   title = {Exploring the space of probabilistic sentential decision diagrams},
   booktitle = {Proceedings of the 3rd Tractable Probabilistic Modeling Workshop, 36th International Conference on Machine Learning},
   author = {Mattei, L. and Soares, D.L. and Antonucci, A. and Mau\`a, D.D. and Facchini, A.},
   year = {2019},
   doi = {},
   url = {https://drive.google.com/file/d/1PkckPpeLUOP_Oeik_q4MprD6ZJeekqHZ/view}
}

@ARTICLE{Roveda2019b,
   title = {Mechanical and control design of an industrial exoskeleton for advanced human empowering in heavy parts manipulation tasks},
   journal = {{MDPI} Robotics},
   author = {Mauri, A. and Lettori, J. and Fusi, G. and Fausti, D. and Mor, M. and Braghin, F. and Legnani, G. and Roveda, L.},
   year = {2019},
   doi = {10.3390/robotics8030065},
   url = {}
}

@INPROCEEDINGS{piga2019e,
   title = {Kernelized identification of linear parameter-varying models with linear fractional representation},
   address = {Naples, Italy},
   booktitle = {2019 European Control Conference ({e}cc)},
   author = {Mejari, M. and Piga, D. and Toth, R. and Bemporad, A.},
   year = {2019},
   doi = {10.23919/ECC.2019.8796150},
   url = {}
}

@INCOLLECTION{zaffalon2018a,
   title = {Compatibility, coherence and the {RIP}},
   editor = {Destercke, S.,Denoeux, T., Gil, M. A., Grzegorzewski, P., Hryniewicz, O.},
   publisher = {Springer},
   series = {Advances in Intelligent Systems and Computing},
   volume = {832},
   booktitle = {Uncertainty Modelling in Data Science},
   author = {Miranda, E. and Zaffalon, M.},
   pages = {166--174},
   year = {2019},
   doi = {10.1007/978-3-319-97547-4_22},
   url = {}
}

@ARTICLE{corani2019b,
   title = {A tutorial on machine learning for failure management in optical networks},
   journal = {Journal of Lightwave Technology},
   volume = {37},
   author = {Musumeci, F. and Rottondi, C.E.M. and Corani, G. and Shahkarami, S. and Cugini, F. and Tornatore, M.},
   number = {16},
   year = {2019},
   doi = {10.1109/JLT.2019.2922586},
   url = {}
}

@INPROCEEDINGS{oita2019innGenuity,
   title = {Reverse engineering creativity into interpretable neural networks},
   series = {Lecture Notes in Networks and Systems},
   volume = {70},
   booktitle = {Future of Information and Communications},
   author = {Oita, M.},
   pages = {235-247},
   year = {2019},
   doi = {10.1007/978-3-030-12385-7_19},
   url = {}
}

@INPROCEEDINGS{oita2019poetryComposition,
   title = {Incremental alignment of metaphoric language model for poetry composition},
   publisher = {Springer, "Advances in Intelligent Systems and Computing"},
   booktitle = {Computing Conference},
   author = {Oita, M.},
   pages = {834--845},
   year = {2019},
   doi = {10.1007/978-3-030-22871-2_59},
   url = {}
}