Bayesian Networks

Privacy Sensitive Construction of Junction Tree Agent Organization for Multiagent Graphical Models PGM 2018 Representations of Bayesian networks by low-rank models PGM 2018 Structure Learning for Bayesian Networks over Labeled DAGs PGM 2018 Who Learns Better Bayesian Network Structures: Constraint-Based, Score-based or Hybrid Algorithms? PGM 2018 Recovering Probability Distributions from Missing Data ACML 2017 A Progressive Explanation of Inference in ‘Hybrid’ Bayesian Networks for Supporting Clinical Decision Making PGM 2016 Making Large Cox’s Proportional Hazard Models Tractable in Bayesian Networks PGM 2016 Learning Large-Scale Poisson DAG Models based on OverDispersion Scoring NeurIPS 2015 Tractable Bayesian Network Structure Learning with Bounded Vertex Cover Number NeurIPS 2015 Advances in Learning Bayesian Networks of Bounded Treewidth NeurIPS 2014 Augur: Data-Parallel Probabilistic Modeling NeurIPS 2014 Transportability from Multiple Environments with Limited Experiments: Completeness Results NeurIPS 2014 A Graphical Transformation for Belief Propagation: Maximum Weight Matchings and Odd-Sized Cycles NeurIPS 2013 Discovering Hidden Variables in Noisy-Or Networks using Quartet Tests NeurIPS 2013 Message Passing Inference with Chemical Reaction Networks NeurIPS 2013 Automated Refinement of Bayes Networks' Parameters based on Test Ordering Constraints NeurIPS 2011 Solving Decision Problems with Limited Information NeurIPS 2011 Spectral Methods for Learning Multivariate Latent Tree Structure NeurIPS 2011 A Bayesian Framework for Figure-Ground Interpretation NeurIPS 2010 Evaluation of Rarity of Fingerprints in Forensics NeurIPS 2010 Inter-time segment information sharing for non-homogeneous dynamic Bayesian networks NeurIPS 2010 Non-stationary continuous dynamic Bayesian networks NeurIPS 2009 Learning Bounded Treewidth Bayesian Networks NeurIPS 2008 Discovering Weakly-Interacting Factors in a Complex Stochastic Process NeurIPS 2007 Efficient Principled Learning of Thin Junction Trees NeurIPS 2007