Publications

(2022). Differentiable Planning for Optimal Liquidation. Proceedings of the 1st Brazilian Workshop on Artificial Intelligence in Finance.

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(2021). Cautious Classification with Data Missing Not at Random using Generative Random Forests. Proceedings of the Sixteenth European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty.

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(2019). End-To-End Imitation Learning of Lane Following Policies Using Sum-Product Networks. Anais do XVI Encontro Nacional de Inteligência Artificial e Computacional (ENIAC).

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(2017). Speeding-up ProbLog's Parameter Learning. Proceedings of the Seventh International Workshop on Statistical Relational AI.

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(2017). Credal Sum-Product Networks. Proceedings of the Tenth International Symposium on Imprecise Probability: Theories and Applications.

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(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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(2016). The Well-Founded Semantics of Cyclic Probabilistic Logic Programs. XIII Encontro Nacional de Inteligência Artificial e Computacional (ENIAC).

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(2016). The structure and complexity of credal semantics. Proceedings of the 3rd International Workshop on Probabilistic Logic Programming.

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(2016). The Effect of Combination Functions on the Complexity of Relational Bayesian Networks. Proceedings of the Eighth International Conference on Probabilistic Graphical Models.

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(2016). Improving Acyclic Selection Order-Based Bayesian Network Structure Learning. XIII Encontro Nacional de Inteligência Artificial e Computacional (ENIAC).

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(2015). The Complexity of Plate Probabilistic Models. Proceedings of the Ninth International Conference on Scalable Uncertainty Management.

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(2015). Specifying Probabilistic Relational Models with Description Logics. Anais do XII Encontro Nacional de Inteligência Artificial e Computacional.

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(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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(2015). Initialization Heuristics for Greedy Bayesian Network Structure Learning. Proceedings of the Third Symposium on Knowledge Discovery, Mining and Learning.

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(2015). DL-Lite Bayesian Networks: A Tractable Probabilistic Graphical Model. Proceedings of the Ninth International Conference on Scalable Uncertainty Management.

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(2015). Bayesian Networks of Bounded Treewith: A Performance Analysis. Anais do XII Encontro Nacional de Inteligência Artificial e Computacional.

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(2015). A Tractable Class of Model Counting Problems. Anais do XII Encontro Nacional de Inteligência Artificial e Computacional.

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(2011). Utility-Based Accuracy Measures to Empirically Evaluate Credal Classifiers. ISIPTA ‘11: Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications.

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(2011). A Fully Polynomial Time Approximation Scheme for Updating Credal Networks of Bounded Treewidth and Number of Variable States. ISIPTA ‘11: Proceedings of the Seventh International Symposium on Imprecise Probability: Theories and Applications.

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(2008). Managing Trust in Virtual Communities with Markov Logic. IV Workshop on MSc Dissertation and PhD Thesis in Artificial Intelligence (WTDIA).

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