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Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2023) Closure operators, classifiers and desirability. In: International Symposium on Imprecise Probability: Theories and Applications.
Schürch, Manuel and Azzimonti, Dario Filippo and Benavoli, Alessio and Zaffalon, Marco (2023) Correlated product of experts for sparse Gaussian process regression. Machine Learning, 112 (5). pp. 1411-1432. ISSN 0885-6125
Huber, David and Chen, Yizuo and Antonucci, Alessandro and Darwiche, Adnan and Zaffalon, Marco (2023) Tractable Bounding of Counterfactual Queries by Knowledge Compilation. In: The 6th Workshop on Tractable Probabilistic Modeling.
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2022) Quantum indistinguishability through exchangeability. International Journal of Approximate Reasoning, 151. pp. 389-412.
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2021) Quantum indistinguishability through exchangeable desirable gambles. In: International Symposium on Imprecise Probability: Theories and Applications.
Corani, Giorgio and Benavoli, Alessio and Zaffalon, Marco (2021) Time series forecasting with Gaussian Processes needs priors. In: European Conference on Machine Learning and Knowledge Discovery in Databases.
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2021) The weirdness theorem and the origin of quantum paradoxes. Foundations of Physics, 51. pp. 1-39.
Huber, David and Cabañas, Rafael and Antonucci, Alessandro and Zaffalon, Marco (2020) CREMA: A Java Library for Credal Network Inference. In: Proceedings of the 10th International Conference on Probabilistic Graphical Models (PGM 2020) UNSPECIFIED.
Kern, Heidi and Corani, Giorgio and Huber, David and Vermes, Nicola and Zaffalon, Marco and Varini, Marco and Wenzel, Claudia and Fringer, André (2020) Impact on place of death in cancer patients: a causal exploration in southern Switzerland. BMC Palliative Care, 19 (1). ISSN 1472-684X
Corani, Giorgio and Azzimonti, Dario Filippo and Augusto, J.P.S.C. and Zaffalon, Marco (2020) Probabilistic reconciliation of hierarchical forecast via Bayes’ rule. In: Proceedings ECML - PKDD 2020.
Azzimonti, Laura and Corani, Giorgio and Zaffalon, Marco (2019) Hierarchical estimation of parameters in Bayesian networks. Computational Statistics and Data Analysis, 137. pp. 67-91.
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2019) Bernstein’s socks, polynomial-time provable coherence and entanglement. In: International Symposium on Imprecise Probabilities: Theories and Applications.
Benavoli, Alessio and Facchini, Alessandro and Piga, Dario and Zaffalon, Marco (2019) Sum-of-squares for bounded rationality. International Journal of Approximate Reasoning, 105. pp. 130-152.
Scanagatta, Mauro and Corani, Giorgio and De Campos, Cassio Polpo and Zaffalon, Marco (2018) Approximate structure learning for large Bayesian networks. Machine Learning. ISSN 0885-6125 (In Press)
Scanagatta, Mauro and Corani, Giorgio and Zaffalon, Marco and Yoo, Jaemin and Kang, U. (2018) Efficient learning of bounded-treewidth Bayesian networks from complete and incomplete data sets. International Journal of Approximate Reasoning, 95. 152 - 166. ISSN 0888-613X
de Campos, Cassio P and Scanagatta, Mauro and Corani, Giorgio and Zaffalon, Marco (2018) Entropy-based pruning for learning Bayesian networks using BIC. Artificial Intelligence, 260. pp. 42-50.
Azzimonti, Laura and Corani, Giorgio and Zaffalon, Marco (2017) Hierarchical Multinomial-Dirichlet Model for the Estimation of Conditional Probability Tables. In: 2017 IEEE International Conference on Data Mining (ICDM), 18.11.2017-21.11.2017, New Orleans - USA.
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2017) A Gleason-type theorem for any dimension based on a gambling formulation of Quantum Mechanics. Foundations of Physics, 47. pp. 991-1002.
Scanagatta, Mauro and Corani, Giorgio and Zaffalon, Marco (2017) Improved local search in Bayesian networks structure learning. In: Advanced Methodologies for Bayesian Networks.
Benavoli, Alessio and Facchini, Alessandro and Piga, Dario and Zaffalon, Marco (2017) SOS for bounded rationality. In: Proceedings of the Tenth International Symposium on Imprecise Probability: Theories and Applications.
Corani, Giorgio and Benavoli, Alessio and Demšar, Janez and Mangili, Francesca and Zaffalon, Marco (2017) Statistical comparison of classifiers through Bayesian hierarchical modelling. Machine Learning.
Benavoli, Alessio and Corani, Giorgio and Demšar, Janez and Zaffalon, Marco (2017) Time for a change: a tutorial for comparing multiple classifiers through Bayesian analysis. Journal of Machine Learning Research, 18 (77). pp. 1-36.
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco and Vicente-Pérez, José (2017) A polarity theory for sets of desirable gambles. In: Proceedings of the Tenth International Symposium on Imprecise Probability: Theories and Applications.
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2016) Quantum mechanics: The Bayesian theory generalized to the space of Hermitian matrices. Physical Review A, 95 (042106).
Corani, Giorgio and Benavoli, Alessio and Demšar, Janez and Mangili, Francesca and Zaffalon, Marco (2016) Statistical comparison of classifiers through Bayesian hierarchical modelling. Technical Report UNSPECIFIED
Mangili, Francesca and Bonesana, Claudio and Antonucci, Alessandro and Zaffalon, Marco and Rubegni, Elisa and Addimando, Loredana (2016) Adaptive Testing by Bayesian Networks with Application to Language Assessment. In: International Conference on Intelligent Tutoring Systems: Adaptive Learning in Real World Contexts, 07.06.2016-09.06.2016, Zagreb, Croatia.
Mangili, Francesca and Bonesana, Claudio and Antonucci, Alessandro and Zaffalon, Marco and Rubegni, Elisa and Addimando, Loredana (2016) Adaptive Testing by Bayesian Networks with Application to Language Assessment. In: Abstract Book 13th International Conference on Intelligent Tutoring Systems:Adaptive Learning in Real World Contexts, 07.06.2016-09.06.2016, Zagreb, Croatia.
Scanagatta, Mauro and Corani, Giorgio and De Campos, Cassio Polpo and Zaffalon, Marco (2016) Learning treewidth-bounded bayesian networks with thousands of variables. In: NIPS 2016: Advances in Neural Information Processing Systems 29, 05.12.2016-10.12.2016, Barcelona, Spain.
Benavoli, Alessio and Facchini, Alessandro and Zaffalon, Marco (2016) Quantum rational preferences and desirability. In: JMLR Workshop and Conference Proceedings 58 NIPS 2016 Workshop on Imperfect Decision Makers, 09.12.2016, Barcelona, Spain. (In Press)
Antonucci, Alessandro and De Campos, Cassio Polpo and Huber, David and Zaffalon, Marco (2015) Approximate credal network updating by linear programming with applications to decision making. International Journal of Approximate Reasoning, 58. 25 - 38. ISSN 0888-613X
Corani, Giorgio and Benavoli, Alessio and Mangili, Francesca and Zaffalon, Marco (2015) Bayesian hypothesis testing in machine learning. In: Proc. ECML PKDD 2015 (European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases) European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2015, 07.09.2015-11.09.2015, Porto, Portugal.
Benavoli, Alessio and Corani, Giorgio and Mangili, Francesca and Zaffalon, Marco (2015) A Bayesian nonparametric procedure for comparing algorithms. In: Proceedings of the 32th International Conference on Machine Learning (ICML 2015) 32th International Conference on Machine Learning (ICML 2015), 06.07.2015-11.07.2015, Lille, France.
Benavoli, Alessio and Mangili, Francesca and Ruggeri, Fabrizio and Zaffalon, Marco (2015) Imprecise Dirichlet process with application to the hypothesis test on the probability that X≤Y. Journal of Statistical Theory and Practice, 9. pp. 658-684.
Scanagatta, Mauro and De Campos, Cassio Polpo and Corani, Giorgio and Zaffalon, Marco (2015) Learning Bayesian networks with thousands of variables. In: NIPS 2015: Advances in Neural Information Processing Systems 28, 07.12.2015-12.12.2015, Montréal, Canada.
De Campos, Cassio Polpo and Corani, Giorgio and Scanagatta, Mauro and Cuccu, Marco and Zaffalon, Marco (2015) Learning extended tree augmented naive structures. International Journal of Approximate Reasoning.. (In Press)
Mangili, Francesca and Benavoli, Alessio and De Campos, Cassio Polpo and Zaffalon, Marco (2015) Reliable survival analysis based on the Dirichlet Process. Biometrical Journal, 57 (6). pp. 1002-1019.
Zaffalon, Marco and Corani, Giorgio (2014) Comments on “Imprecise probability models for learning multinomial distributions from data. Applications to learning credal networks” by Andrés R. Masegosa and Serafín Moral. International Journal of Approximate Reasoning, 55 (7). pp. 1597-1600. ISSN 0888-613X (In Press)
Antonucci, Alessandro and De Campos, Cassio Polpo and Zaffalon, Marco (2014) Probabilistic Graphical Models. Technical Report UNSPECIFIED
Benavoli, Alessio and Mangili, Francesca and Corani, Giorgio and Zaffalon, Marco and Ruggeri, Fabrizio (2014) A Bayesian Wilcoxon signed-rank test based on the Dirichlet process. In: Proceedings of the 31st International Conference on Machine Learning (ICML 2014).
Corani, Giorgio and Abellán, Joacquin and Masegosa, Andres and Moral, Serafin and Zaffalon, Marco (2014) Classification. In: Augustin, Thomas and Coolen, Frank and De Cooman, Gert and Troffaes, Mattias, (eds.) Introduction to Imprecise Probabilities. Wiley, pp. 261-285.
De Campos, Cassio Polpo and Cuccu, Marco and Corani, Giorgio and Zaffalon, Marco (2014) Extended tree augmented naive classifier. In: PGM'14: Proceedings of the Seventh European Workshop on Probabilistic Graphical Models UNSPECIFIED.
Mauá, Denis Deratani and De Campos, Cassio Polpo and Zaffalon, Marco (2013) On the complexity of solving polytree-shaped limited memory influence diagrams with binary variables. Artificial Intelligence, 205. pp. 30-38. ISSN 0004-3702
Miranda, Enrique and Zaffalon, Marco (2013) Conglomerable coherence. International Journal of Approximate Reasoning, 54 (9). pp. 1322-1350. ISSN 0888-613X
Antonucci, Alessandro and De Campos, Cassio Polpo and Huber, David and Zaffalon, Marco (2013) Approximating credal network inferences by linear programming. In: The 12th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty, 7-10 July 2013, Utrecht University: Utrecht, The Netherlands.
Antonucci, Alessandro and Huber, David and Zaffalon, Marco and Luginbühl, Philippe and Chapman, Ian and Ladouceur, Richard (2013) CREDO: a Military Decision-Support System based on Credal Networks. In: Proceedings of the 16th Conference on Information Fusion (FUSION 2013) 16th International Conference on Information Fusion, 9-12 July 2013, Askeri Museum, Istanbul, Turkey.
Miranda, Enrique and Zaffalon, Marco (2013) Computing the conglomerable natural extension. In: Cozman, Fabio and Denoeux, Thierry and Destercke, Sebastien and Seidenfeld, Teddy, (eds.) Proceedings of the Eighth International Symposium on Imprecise Probability: Theories and Applications (ISIPTA '13). SIPTA, pp. 255-264.
Miranda, Enrique and Zaffalon, Marco (2013) Conglomerable coherent lower previsions. In: Kruse, Rudolf and Berthold, Michael R. and Moewes, Christian and Gil, María Ángeles and Grzegorzewski, Przemysław and Hryniewicz, Olgierd, (eds.) Synergies of Soft Computing and Statistics for Intelligent Data Analysis. Advances in Intelligent and Soft Computing, 190 . Springer, pp. 419-427.
Benavoli, Alessio and Zaffalon, Marco (2013) Density-ratio robustness in dynamic state estimation. Mechanical Systems and Signal Processing, 37 (1–2). 54 - 75. ISSN 0888-3270
Zaffalon, Marco and Miranda, Enrique (2013) Probability and time. Artificial Intelligence, 198. pp. 1-51. ISSN 0004-3702
Zaffalon, Marco and Corani, Giorgio and Deratani Maua, Denis (2012) Evaluating credal classifiers by utility-discounted predictive accuracy. Technical Report UNSPECIFIED
Corani, Giorgio and Antonucci, Alessandro and Zaffalon, Marco (2012) Bayesian networks with imprecise probabilities: theory and application to classification. In: Data Mining: Foundations and Intelligent Paradigms. Intelligent Systems Reference Library, 23 . Springer, Berlin / Heidelberg, pp. 49-93. ISBN 978-3-642-23165-0
Benavoli, Alessio and Zaffalon, Marco and Miranda, Enrique (2009) Robust filtering through coherent lower previsions. Technical Report UNSPECIFIED
Piatti, Alberto and Zaffalon, Marco and Trojani, Fabio and Hutter, Marcus (2009) Limits of Learning about a Categorical Latent Variable under Prior Near-Ignorance. Technical Report UNSPECIFIED
Antonucci, Alessandro and Zaffalon, Marco (2009) Fast Algorithms for robust classification with Bayesian Nets. Technical Report UNSPECIFIED
Gert, De Cooman and Filip, Hermans and Antonucci, Alessandro and Zaffalon, Marco (2009) Epistemic irrelevance in credal networks: the case of imprecise Markov trees. Technical Report UNSPECIFIED
Corani, Giorgio and Zaffalon, Marco (2009) Lazy naive credal classifier. In: 1st ACM SIGKDD Workshop on Knowledge Discovery From Uncertain Data, 28.06.2009-01.07.2009, Paris, France.
Corani, Giorgio and Rizzoli, Andrea Emilio and Salvetti, Andrea and Zaffalon, Marco (2009) Reproducing human decisions in reservoir management: the case of lake lugano. In: Information Technologies in Environmental Engineering. Springer, Berlin / Heidelberg, pp. 252-263.
Corani, Giorgio and Zaffalon, Marco (2008) JNCC2: the Java implementation of naive credal classifier 2. Journal of Machine Learning Research, 9. pp. 2695-2698. ISSN 1533-7928
Corani, Giorgio and Zaffalon, Marco (2008) Learning reliable classifiers from small or incomplete data sets: the naive credal classifier 2. Journal of Machine Learning Research, 9. pp. 581-621. ISSN 1533-7928
Corani, Giorgio and Zaffalon, Marco (2008) JNCC2: an extension of naive Bayes classifier suited for small and incomplete data sets. Environmental Modelling & Software, 23 (7). pp. 960-961. ISSN 1364-8152
Corani, Giorgio and Zaffalon, Marco (2008) Credal model averaging: an extension of Bayesian model averaging to imprecise probabilities. In: Machine Learning and Knowledge Discovery in Databases 2008 European Conference on Machine Learning and Knowledge Discovery in Databases, 15.09.2008-19.08.2008, Antwerp, Belgium.
Corani, Giorgio and Zaffalon, Marco (2008) Naive credal classifier 2: an extension of naive Bayes for delivering robust classifications. In: International Conference on Data Mining 2008 (DMIN '08), 14.07.2008-17.07.2008, USA.
Corani, Giorgio and Zaffalon, Marco (2007) JNCC2: the Java implementation of the Naive Credal Classifier2. Technical Report UNSPECIFIED
Corani, Giorgio and Zaffalon, Marco (2007) Naive Credal Classifier 2: a robust approach to classification for small and incomplete data sets. Technical Report UNSPECIFIED
Piatti, Alberto and Zaffalon, Marco and Trojani, Fabio and Hutter, Marcus (2007) Learning about a Categorical Latent Variable under Prior Near-Ignorance. Technical Report UNSPECIFIED
Corani, Giorgio and Edgar, Chris and Marshall, Isabelle and Wesnes, Keith and Zaffalon, Marco (2006) Classification of dementia types from cognitive profiles data. In: Knowledge Discovery in Databases: PKDD 2006 10th European Conference on Principle and Practice of Knowledge Discovery in Databases, 18.09.2006-22.09.2006, Berlin, Germany.
Zaffalon, Marco (2004) Statistical classification with incomplete observations. Technical Report UNSPECIFIED
Antonucci, Alessandro and Salvetti, Andrea and Zaffalon, Marco (2004) Hazard Assessment of Debris Flows by Credal Networks. Technical Report UNSPECIFIED
De Cooman, Gert and Zaffalon, Marco (2003) Updating probabilities with incomplete observations. Technical Report UNSPECIFIED
Zaffalon, Marco and Hutter, Marcus (2003) Robust inference of trees. Technical Report UNSPECIFIED
Zaffalon, Marco and Wesnes, Marco and Keith, Petrini (2002) Reliable diagnoses of dementia by the naive credal classifier inferred from incomplete cognitive data. Technical Report UNSPECIFIED
Hutter, Marcus and Zaffalon, Marco (2002) Distribution of Mutual Information from Complete and Incomplete Data. Technical Report UNSPECIFIED
Zaffalon, Marco and Hutter, Marcus (2002) Robust Feature Selection by Mutual Information Distributions. Technical Report UNSPECIFIED
Gambardella, Luca Maria and Mastrolilli, Palmo Monaldo and Rizzoli, Andrea Emilio and Zaffalon, Marco (2002) Managing resource allocation, scheduling and simulation for an intermodal container terminal. JORBEL (Journal of the Belgian Operations Research Society), 40 (3--4). pp. 195-209.
Zaffalon, Marco (2001) Robust discovery of tree-dependency structures. Technical Report UNSPECIFIED
Zaffalon, Marco and Wesnes, Keith and Petrini, Orlando (2001) Credal classification for dementia screening. Technical Report UNSPECIFIED
Gambardella, Luca Maria and Mastrolilli, Palmo Monaldo and Rizzoli, Andrea Emilio and Zaffalon, Marco (2001) An optimization methodology for intermodal terminal management. Journal of Intelligent Manufacturing, 12 (5-6). pp. 521-534.
Zaffalon, Marco (2000) Statistical inference of the naive credal classifier. Technical Report UNSPECIFIED
Fagiuoli, Enrico and Zaffalon, Marco (1999) Tree-Augmented Naive Credal Classifiers. Technical Report UNSPECIFIED
Zaffalon, Marco (1999) Fast Computation of the Confidence for the Naive Credal Classifier Defined with Interval Probabilities. Technical Report UNSPECIFIED
Zaffalon, Marco (1999) Exact Credal Treatment of Missing Data, with an Application to Classification. Technical Report UNSPECIFIED
Zaffalon, Marco (1999) An Efficient Test of Credal Dominance for the Naive Credal Classifier Defined with Interval Probabilities. Technical Report UNSPECIFIED
Zaffalon, Marco and Gambardella, Luca Maria and Taillard, Eric D. (1999) A Network Design Approach to the Allocation of Resources in an Intermodal Terminal. Technical Report UNSPECIFIED
Zaffalon, Marco (1999) Credal Networks Classification. Technical Report UNSPECIFIED
Fagiuoli, Enrico and Zaffalon, Marco (1998) A Note about Redundancy in Influence Diagrams. Technical Report UNSPECIFIED
Gambardella, Luca Maria and Rizzoli, Andrea Emilio and Zaffalon, Marco (1998) Simulation and planning of an intermodal container terminal. Technical Report UNSPECIFIED
Gambardella, Luca Maria and Zaffalon, Marco (1998) Optimization of Resources in an Intermodal Terminal. Technical Report UNSPECIFIED
Gambardella, Luca Maria and Rizzoli, Andrea Emilio and Zaffalon, Marco (1998) Simulation and planning of an intermodal container terminal. Technical Report Istituto Dalle Molle di Studi sull'Intelligenza Artificiale , Manno.