Publications

Julissa Villanueva Llerena, Denis Deratani Mauá (2017). On Using Sum-Product Networks For Multi-Label Classification. Proceedings of the 6th Brazilian Conference on Intelligent Systems.
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Fabio Gagliardi Cozman, Denis Deratani Mauá (2017). On the Semantics and Complexity of Probabilistic Logic Programs. Journal of Artificial Intelligence Research.
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Fabio Gagliardi Cozman, Denis Deratani Mauá (2017). On the complexity of propositional and relational credal networks. International Journal of Approximate Reasoning.
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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. Proceedings of the Tenth International Symposium on Imprecise Probability: Theories and Applications.
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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).
Fabio Gagliardi Cozman, Denis Deratani Mauá (2016). The structure and complexity of credal semantics. Proceedings of the 3rd International Workshop on Probabilistic Logic Programming.