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structure learning

341 papers

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SL

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graphical model (863) bayesian network (378) causal discovery (459) directed acyclic graph (242) causal inference (1619) probabilistic modeling (851) probabilistic graphical model (226) gaussian graphical model (106) bayesian inference (1904) markov chain monte carlo (724)

Papers

Structure Learning in Bayesian Networks of a Moderate Size by Efficient Sampling JMLR 2016
Estimating Causal Structure Using Conditional DAG Models JMLR 2016
Structure Discovery in Bayesian Networks by Sampling Partial Orders JMLR 2016
Learning Bayesian networks with ancestral constraints NIPS 2016
Improving Structure MCMC for Bayesian Networks through Markov Blanket Resampling JMLR 2016
An Empirical-Bayes Score for Discrete Bayesian Networks PGM 2016
Multi-Label Classification with Cutset Networks PGM 2016
Learning Tractable Multidimensional Bayesian Network Classifiers PGM 2016
What Sparse Light Field Coding Reveals About Scene Structure CVPR 2016
Stable Graphical Models JMLR 2016
Structure Learning of Partitioned Markov Networks ICML 2016
Latent Trees for Estimating Intensity of Facial Action Units CVPR 2015
Curriculum Learning of Bayesian Network Structures ACML 2015
Concave Penalized Estimation of Sparse Gaussian Bayesian Networks JMLR 2015
Learning the Structure and Parameters of Large-Population Graphical Games from Behavioral Data JMLR 2015
Learning Bayesian Networks with Thousands of Variables NIPS 2015
Learning Large-Scale Poisson DAG Models based on OverDispersion Scoring NIPS 2015
Dealing with small data: On the generalization of context trees ICML 2015
Learning structured densities via infinite dimensional exponential families NIPS 2015
Tractable Bayesian Network Structure Learning with Bounded Vertex Cover Number NIPS 2015
Vector-Space Markov Random Fields via Exponential Families ICML 2015
Structure learning of antiferromagnetic Ising models NIPS 2014
Exploiting the Limits of Structure Learning via Inherent Symmetry AISTATS 2014
Robust learning of inhomogeneous PMMs AISTATS 2014
Learning Optimal Bounded Treewidth Bayesian Networks via Maximum Satisfiability AISTATS 2014