Publications

Francisco H. O. v. De Faria, Arthur C. Gusmão, Glauber De Bona, Denis Deratani Mauá, Fabio Gagliardi Cozman (2017). Parameter Learning in ProbLog with Probabilistic Rules. KDMILE.
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Julissa Villanueva Llerena, Denis Deratani Mauá (2017). On Using Sum-Product Networks For Multi-Label Classification. BRACIS 2017.
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Fabio Gagliardi Cozman, Denis Deratani Mauá (2017). On the Semantics and Complexity of Probabilistic Logic Programs. JAIR.
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Fabio Gagliardi Cozman, Denis Deratani Mauá (2017). On the complexity of propositional and relational credal networks. IJAR.
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Thiago Pereira Bueno, Denis Deratani Mauá, Leliane Nunes De Barros, Fabio Gagliardi Cozman (2017). Modeling Markov Decision Processes with Imprecise Probabilities Using Probabilistic Logic Programming. ISIPTA 2017.
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Denis Deratani Mauá, Fabio Gagliardi Cozman, Diarmaid Conaty, Cassio Polpo De Campos (2017). Credal Sum-Product Networks. Proceedings of the Tenth International Symposium on Imprecise Probability: Theories and Applications.
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Francisco Henrique Otte Vieira De Faria, Fabio Gagliardi Cozman, Denis Deratani Mauá (2017). Closed-Form Solutions in Learning Probabilistic Logic Programs by Exact Score Maximization. Proceedings of the 11th International Conference on Scalable Uncertainty Management.
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Diarmaid Conaty, Denis Deratani Mauá, Cassio Polpo De Campos (2017). Approximation Complexity of Maximum A Posteriori Inference in Sum-Product Networks. Proceedings of the Thirty-Third Conference on Uncertainty in Artificial Intelligence.
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Fabio Gagliardi Cozman, Denis Deratani Mauá (2016). The Complexity of Bayesian Networks Specified by Propositional and Relational Languages.
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Fabio Gagliardi Cozman, Denis Deratani Mauá (2016). The Well-Founded Semantics of Cyclic Probabilistic Logic Programs. XIII Encontro Nacional de Inteligência Artificial e Computacional (ENIAC).
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