Publications

Denis Deratani Mauá, Cassio Polpo De Campos, Fabio Gagliardi Cozman (2015). The Complexity of MAP Inference in Bayesian Networks Specified Through Logical Languages. IJCAI.
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Fabio Gagliardi Cozman, Denis Deratani Mauá (2015). Specifying Probabilistic Relational Models with Description Logics. Anais do XII Encontro Nacional de Inteligência Artificial e Computacional.
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Fabio Gagliardi Cozman, Denis Deratani Mauá (2015). On the Complexity of Propositional and Relational Credal Networks. Proceedings of the Ninth International Symposium on Imprecise Probability: Theories and Applications.
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Walter Perez Urcia, Denis Deratani Mauá (2015). Initialization Heuristics for Greedy Bayesian Network Structure Learning. Proceedings of the Third Symposium on Knowledge Discovery, Mining and Learning.
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A. Antonucci, M. Scanagatta, D. Mauà, C.P. De Campos (2015). Early classification of time series by hidden Markov models with set-valued parameters. Proceedings of the NIPS Time Series Workshop.
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Denis Deratani Mauá, Fábio Gagliardi Cozman (2015). DL-Lite Bayesian Networks: A Tractable Probabilistic Graphical Model. Proceedings of the Ninth International Conference on Scalable Uncertainty Management.
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Fabio Gagliardi Cozman, Denis Deratani Mauá (2015). Bayesian Networks Specified Using Propositional and Relational Constructs: Combined, Data, and Domain Complexity. AAAI.
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Fabio H. S. Machado, Fabio Gagliardi Cozman, Denis Deratani Mauá (2015). Bayesian Networks of Bounded Treewith: A Performance Analysis. Anais do XII Encontro Nacional de Inteligência Artificial e Computacional.
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Denis Deratani Mauá, Fabio Gagliardi Cozman (2015). A Tractable Class of Model Counting Problems. Anais do XII Encontro Nacional de Inteligência Artificial e Computacional.
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Giorgio Corani, Alessandro Antonucci, Denis Deratani Mauá, Sandra Gabaglio (2014). Trading off Speed and Accuracy in Multilabel Classification. PGM.
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