Publications | Personal Website

C.J. Butz, J.S. Oliveira, A. dos Santos, A.L. Teixeira. Deep Convolutional Sum-Product Networks. Thirty-Third AAAI Conference on Artificial Intelligence (AAAI), 2019.

C.J. Butz, J.S. Oliveira, A.L. Madsen, A. dos Santos. Solving Influence Diagrams with Simple Propagation. Thirty-second Canadian Conference on Artificial Intelligence (AI), 2019.

C. J. Butz, A. L. Teixeira, J. S. Oliveira, and A. dos Santos. On the Tree Structure of Deep Convolutional Sum-Product Networks. Thirty-Second International Florida Artificial Intelligence Research Society Conference (FLAIRS), 2019.

A. dos Santos, J.S. Oliveira, C.J. Butz, A. L. Madsen. Exploiting Symmetry of Independence in d-Separation. Thirty-second Canadian Conference on Artificial Intelligence (AI), 2019.

A.L. Madsen, C.J. Butz, J.S. Oliveira, A. dos Santos. Simple Propagation with Arc-Reversal in Bayesian Networks. Ninth International Conference on Probabilistic Graphical Models (PGM), 2018.

C.J. Butz, A. dos Santos, J.S. Oliveira, C. Gonzales. On a Simple Method for Testing Independencies in Bayesian Networks.. Computational Intelligence, 2018.

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C.J. Butz, A. dos Santos, J.S. Oliveira, J. Stavrinides. Efficient Examination of Soil Bacteria using Probabilistic Graphical Models. Thirty-first International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems, 2018.

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C.J. Butz, A. dos Santos, J.S. Oliveira, C. Gonzales. An Empirical Study of Testing Independencies in Bayesian Networks using rp-Separation.. International Journal of Approximate Reasoning, 2018.

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C.J. Butz, J.S. Oliveira, A. dos Santos, A.L. Teixeira, P. Poupart, A. Kalra. An Empirical Study of Methods for SPN Learning and Inference. Ninth International Conference on Probabilistic Graphical Models (PGM), 2018.

C.J. Butz, J.S. Oliveira, A. dos Santos, A.L. Madsen. An Empirical Study of Bayesian Network Inference with Simple Propagation.. International Journal of Approximate Reasoning, 2018.

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J.S. Oliveira, C.J. Butz, A. dos Santos. Resolving Inconsistencies of Scope Interpretations in Sum-Product Networks. Thirtieth Canadian Conference on Artificial Intelligence (AI), 2017.

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C.J. Butz, J.S. Oliveira, A.E. dos Santos. On Learning the Structure of Sum-Product Networks. IEEE Symposium Series on Computational Intelligence, 2017.

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C.J. Butz, A. dos Santos, J.S. Oliveira. On Finding Relevant Variables in Discrete Bayesian Network Inference. Thirtieth International Florida Artificial Intelligence Research Society Conference (FLAIRS), 2017.

C.J. Butz, J.S. Oliveira, A. dos Santos. On Darwinian Networks.. Computational Intelligence, 2017.

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A. dos Santos, C.J. Butz, J.S. Oliveira. On Converting Sum-Product Networks into Bayesian Networks. Thirtieth Canadian Conference on Artificial Intelligence (AI), 2017.

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C.J. Butz, A. dos Santos, J.S. Oliveira, C. Gonzales. Testing Independencies in Bayesian Networks with i-Separation. Twenty-ninth International Florida Artificial Intelligence Research Society Conference (FLAIRS), 2016.

C.J. Butz, A.E. dos Santos, J.S. Oliveira. Relevant Path Separation: A Faster Method for Testing Independencies in Bayesian Networks. Eighth International Conference on Probabilistic Graphical Models (PGM), 2016.

A.L. Madsen, C.J. Butz, J.S. Oliveira, A. dos Santos. On Tree Structures used by Simple Propagation for Bayesian Networks Inference. Twenty-ninth Canadian Conference on Artificial Intelligence (AI), 2016.

C.J. Butz, J.S. Oliveira, A.E. dos Santos, A.L. Madsen. On Bayesian Network Inference with Simple Propagation. Eighth International Conference on Probabilistic Graphical Models (PGM), 2016.

C.J. Butz, J.S. Oliveira, A. dos Santos, A.L. Madsen. Bayesian Network Inference with Simple Propagation. Twenty-ninth International Florida Artificial Intelligence Research Society Conference (FLAIRS), 2016.

C.J. Butz, J.S. Oliveira, A.L. Madsen. Bayesian Network Inference using Marginal Trees.. International Journal of Approximate Reasoning, 2016.

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A.L. Madsen, C.J. Butz. Exploiting Semantics in Bayesian Network Inference Using Lazy Propagation. Twenty-eighth Canadian Conference on Artificial Intelligence (AI), 2015.

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C.J. Butz, J.S. Oliveira, A. dos Santos. Determining Good Elimination Orderings with Darwinian Networks. Twenty-eighth International Florida Artificial Intelligence Research Society Conference (FLAIRS), 2015.

C.J. Butz, J.S. Oliveira, A. dos Santos. Darwinian Networks. Twenty-eighth Canadian Conference on Artificial Intelligence (AI), 2015.

C.J. Butz, J.S. Oliveira, A.L. Madsen. Bayesian Network Inference Using Marginal Trees. Seventh European Workshop on Probabilistic Graphical Models (PGM), 2014.