Malone, Brandon M.

12 publications

MLJ 2018 Empirical Hardness of Finding Optimal Bayesian Network Structures: Algorithm Selection and Runtime Prediction Brandon M. Malone, Kustaa Kangas, Matti Järvisalo, Mikko Koivisto, Petri Myllymäki

UAI 2015 Impact of Learning Strategies on the Quality of Bayesian Networks: An Empirical Evaluation Brandon M. Malone, Matti Järvisalo, Petri Myllymäki

UAI 2014 Finding Optimal Bayesian Network Structures with Constraints Learned from Data Xiannian Fan, Brandon M. Malone, Changhe Yuan

AISTATS 2014 Learning Optimal Bounded Treewidth Bayesian Networks via Maximum Satisfiability Jeremias Berg, Matti Järvisalo, Brandon M. Malone

AAAI 2014 Predicting the Hardness of Learning Bayesian Networks Brandon M. Malone, Kustaa Kangas, Matti Järvisalo, Mikko Koivisto, Petri Myllymäki

AAAI 2014 Tightening Bounds for Bayesian Network Structure Learning Xiannian Fan, Changhe Yuan, Brandon M. Malone

UAI 2013 Evaluating Anytime Algorithms for Learning Optimal Bayesian Networks Brandon M. Malone, Changhe Yuan

JAIR 2013 Learning Optimal Bayesian Networks: A Shortest Path Perspective Changhe Yuan, Brandon M. Malone

UAI 2012 An Improved Admissible Heuristic for Learning Optimal Bayesian Networks Changhe Yuan, Brandon M. Malone

UAI 2011 Improving the Scalability of Optimal Bayesian Network Learning with External-Memory Frontier Breadth-First Branch and Bound Search Brandon M. Malone, Changhe Yuan, Eric A. Hansen, Susan Bridges

IJCAI 2011 Learning Optimal Bayesian Networks Using A* Search Changhe Yuan, Brandon M. Malone, XiaoJian Wu

AAAI 2011 Memory-Efficient Dynamic Programming for Learning Optimal Bayesian Networks Brandon M. Malone, Changhe Yuan, Eric A. Hansen