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markov network

40 papers

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MN

Co-occurring keywords

graphical model (864) structure learning (341) bayesian network (378) probabilistic graphical model (226) probabilistic modeling (852) probabilistic inference (312) structured prediction (396) convex optimization (1321) variational inference (2069) chordal graph (10)

Papers

EDML for Learning Parameters in Directed and Undirected Graphical Models NIPS 2013
Graphical Models via Generalized Linear Models NIPS 2012
Predictive Subspace Learning for Multi-view Data: a Large Margin Approach NIPS 2010
Efficient Relational Learning with Hidden Variable Detection NIPS 2010
Learning Efficient Markov Networks NIPS 2010
Neural conditional random fields AISTATS 2010
Approximate Inference by Compilation to Arithmetic Circuits NIPS 2010
Maximum Entropy Discrimination Markov Networks JMLR 2009
Estimation of Sparse Binary Pairwise Markov Networks using Pseudo-likelihoods JMLR 2009
Partially Observed Maximum Entropy Discrimination Markov Networks NIPS 2008
Structural Learning of Chain Graphs via Decomposition JMLR 2008
Hidden Common Cause Relations in Relational Learning NIPS 2007
Learning Factor Graphs in Polynomial Time and Sample Complexity JMLR 2006
Structured Prediction, Dual Extragradient and Bregman Projections JMLR 2006
Efficient Structure Learning of Markov Networks using $L_1$-Regularization NIPS 2006