A Software for Learning Bayesian Networks
Publications

2015

Xiannian Fan, Changhe Yuan. An Improved Lower Bound for Bayesian Network Structure Learning. In Proceedings of the 29th AAAI Conference (AAAI-15). Austin, Texas. 2015.

2014

Xiannian Fan, Brandon Malone, Changhe Yuan. Finding Optimal Bayesian Networks Using Constraints Learned from Data. In Proceedings of the 30th Annual Conference on Uncertainty in Artificial Intelligence (UAI-14). Quebec City, Quebec. 2014.

Xiannian Fan, Changhe Yuan, Brandon Malone. Tightening Bounds for Bayesian Network Structure Learning. In Proceedings of the 28th AAAI Conference on Artificial Intelligence (AAAI-14). Quebec City, Quebec. 2014.

2013

Changhe Yuan, Brandon Malone. Learning Optimal Bayesian Networks: A Shortest Path Perspective. Journal of Artificial Intelligence Research (JAIR). 2013.

Brandon Malone, Changhe Yuan. Evaluating Anytime Algorithms for Learning Optimal Bayesian Networks. In Proceedings of the 29th Conference on Uncertainty in Artificial Intelligence (UAI-13). Seattle, Washington. 2013.

Brandon Malone, Changhe Yuan. A Depth-first Branch and Bound Algorithm for Learning Optimal Bayesian Networks. IJCAI-13 Workshop on Graph Structures for Knowledge Representation and Reasoning (GKR'13). Beijing, China. 2013.

2012

Changhe Yuan, Brandon Maone. An Improved Admissible Heuristic for Learning Optimal Bayesian Networks. In Proceedings of the 28th Conference on Uncertainty in Artificial Intelligence (UAI-12). Catalina Island, CA. 2012.

Brandon Malone. Learning optimal Bayesian networks with heuristic search. PhD Dissertation. Department of Computer Science and Engineering, Mississippi State University. July, 2012.

Brandon Malone, Changhe Yuan. A Parallel, Anytime, Bounded Error Algorithm for Exact Bayesian Network Structure Learning. In Proceedings of the Sixth European Workshop on Probabilistic Graphical Models (PGM-12). Granada, Spain. 2012.

2011

Changhe Yuan, Brandon Malone and Xiaojian Wu. Learning Optimal Bayesian Networks Using A* Search. 22nd International Joint Conference on Artificial Intelligence (IJCAI-11). Barcelona, Catalonia, Spain, July 2011.

Brandon Malone, Changhe Yuan, Eric Hansen and Susan Bridges. Memory-Efficient Dynamic Programming for Learning Optimal Bayesian Networks, 25th AAAI Conference on Artificial Intelligence (AAAI-11). San Francisco, CA. August 2011.

Brandon Malone, Changhe Yuan, Eric Hansen and Susan Bridges. Improving the Scalability of Optimal Bayesian Network Learning with Frontier Breadth-First Branch and Bound Search, 27th Conference on Uncertainty in Artificial Intelligence (UAI-11). Barcelona, Catalonia, Spain, July 2011.