Publications

Denis Deratani Mauá, Fábio Gagliardi Cozman (2016). The Effect of Combination Functions on the Complexity of Relational Bayesian Networks. Proceedings of the Eighth International Conference on Probabilistic Graphical Models.
Fábio Gagliardi Cozman, Denis Deratani Mauá (2016). Probabilistic Graphical Models Specified by Probabilistic Logic Programs: Semantics and Complexity. Proceedings of the Eighth International Conference on Probabilistic Graphical Models.
Thiago Bueno, Denis Deratani Mauá, Leliane Nunes De Barros, Fabio Gagliardi Cozman (2016). Markov Decision Processes Specified by Probabilistic Logic Programming: Representation and Solution. Proceedings of the 5th Brazilian Conference on Intelligent System (BRACIS).
DOI
Walter Perez, Denis Deratani Mauá (2016). Improving Acyclic Selection Order-Based Bayesian Network Structure Learning. XIII Encontro Nacional de Inteligência Artificial e Computacional (ENIAC).
Denis Deratani Mauá, Alessandro Antonucci, Cassio Polpo De Campos (2016). Hidden Markov models with set-valued parameters. Neurocomputing.
URL DOI
Denis Deratani Mauá, Fabio Gagliardi Cozman (2016). Fast local search methods for solving limited memory influence diagrams. International Journal of Approximate Reasoning.
URL DOI
Denis Deratani Mauá (2016). Equivalences between maximum a posteriori inference in Bayesian networks and maximum expected utility computation in influence diagrams. International Journal of Approximate Reasoning.
URL DOI
Walter Perez, Denis Deratani Mauá (2016). Better Initialization Heuristics for Order-based Bayesian Network Structure Learning. Journal of Information and Data Management.
Fábio Gagliardi Cozman, Denis Deratani Mauá (2015). The Complexity of Plate Probabilistic Models. Proceedings of the Ninth International Conference on Scalable Uncertainty Management.
URL DOI
Denis Deratani Mauá, Cassio Polpo De Campos, Fabio Gagliardi Cozman (2015). The Complexity of MAP Inference in Bayesian Networks Specified Through Logical Languages. Proceedings of the 24th International Joint Conference on Artificial Intelligence.
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