Epistemic irrelevance in credal nets: the case of imprecise Markov trees G De Cooman, F Hermans, A Antonucci, M Zaffalon International Journal of Approximate Reasoning 51 (9), 1029-1052, 2010 | 69 | 2010 |
An ensemble of Bayesian networks for multilabel classification A Antonucci, G Corani, D Maua, S Gabaglio IJCAI, 2013 | 66 | 2013 |
Bayesian networks with imprecise probabilities: Theory and application to classification G Corani, A Antonucci, M Zaffalon Data Mining: Foundations and Intelligent Paradigms: Volume 1: Clustering …, 2012 | 55 | 2012 |
Robust classification of multivariate time series by imprecise hidden Markov models A Antonucci, R De Rosa, A Giusti, F Cuzzolin International Journal of Approximate Reasoning 56, 249-263, 2015 | 54 | 2015 |
Decision-theoretic specification of credal networks: a unified language for uncertain modeling with sets of Bayesian networks A Antonucci, M Zaffalon International Journal of Approximate Reasoning 49 (2), 345-361, 2008 | 52 | 2008 |
Probabilistic inference in credal networks: new complexity results DD Mauá, CP de Campos, A Benavoli, A Antonucci Journal of Artificial Intelligence Research 50, 603-637, 2014 | 44 | 2014 |
Generalized loopy 2U: a new algorithm for approximate inference in credal networks A Antonucci, Y Sun, CP De Campos, M Zaffalon International Journal of Approximate Reasoning 51 (5), 474-484, 2010 | 42 | 2010 |
Building knowledge-based systems by credal networks: a tutorial A Piatti, A Antonucci, M Zaffalon Advances in mathematics research 11, 227-279, 2010 | 41 | 2010 |
Approximate credal network updating by linear programming with applications to decision making A Antonucci, CP de Campos, D Huber, M Zaffalon International Journal of Approximate Reasoning 58, 25-38, 2015 | 40 | 2015 |
Credal sets approximation by lower probabilities: Application to credal networks A Antonucci, F Cuzzolin Computational Intelligence for Knowledge-Based Systems Design: 13th …, 2010 | 31 | 2010 |
Global sensitivity analysis for MAP inference in graphical models J De Bock, CP De Campos, A Antonucci Advances in Neural Information Processing Systems 27, 2014 | 30 | 2014 |
The imprecise noisy-OR gate A Antonucci 14th International Conference on Information Fusion, 1-7, 2011 | 29 | 2011 |
Credal networks for military identification problems A Antonucci, R Brühlmann, A Piatti, M Zaffalon International Journal of Approximate Reasoning 50 (4), 666-679, 2009 | 28 | 2009 |
Approximating credal network inferences by linear programming A Antonucci, CP De Campos, D Huber, M Zaffalon Symbolic and Quantitative Approaches to Reasoning with Uncertainty: 12th …, 2013 | 25 | 2013 |
Structural causal models are (solvable by) credal networks M Zaffalon, A Antonucci, R Cabañas International Conference on Probabilistic Graphical Models, 581-592, 2020 | 24 | 2020 |
Probabilistic graphical models A Antonucci, CP Campos, M Zaffalon Introduction to imprecise probabilities, 207-229, 2014 | 22 | 2014 |
On the complexity of strong and epistemic credal networks DD Mauá, CP De Campos, A Benavoli, A Antonucci arXiv preprint arXiv:1309.6845, 2013 | 22 | 2013 |
Hazard assessment of debris flows by credal networks A Antonucci, A Salvettib, M Zaffalon | 21 | 2004 |
The Multilabel Naive Credal Classifier A Antonucci, G Corani ISIPTA'15: Proceedings of the Ninth International Symposium on Imprecise …, 2015 | 20 | 2015 |
Credal ensembles of classifiers G Corani, A Antonucci Computational Statistics & Data Analysis 71, 818-831, 2014 | 20 | 2014 |