conftrace_

graphical model

864 papers

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Also known as

GM

Co-occurring keywords

structure learning (341) causal inference (1630) bayesian network (378) causal discovery (460) probabilistic inference (312) belief propagation (177) approximate inference (253) probabilistic modeling (852) bayesian inference (1907) markov random field (303)

Papers

Maximum-likelihood learning of cumulative distribution functions on graphs AISTATS 2010
Focused Belief Propagation for Query-Specific Inference AISTATS 2010
MAP Estimation for Graphical Models by Likelihood Maximization NIPS 2010
Nonparametric Tree Graphical Models AISTATS 2010
Inference with Multivariate Heavy-Tails in Linear Models NIPS 2010
Worst-case bounds on the quality of max-product fixed-points NIPS 2010
Exploiting Within-Clique Factorizations in Junction-Tree Algorithms AISTATS 2010
Graph-Valued Regression NIPS 2010
Causal discovery in multiple models from different experiments NIPS 2010
On Combining Graph-based Variance Reduction schemes AISTATS 2010
Learning Efficient Markov Networks NIPS 2010
Copula Bayesian Networks NIPS 2010
Neural conditional random fields AISTATS 2010
(RF)^2 -- Random Forest Random Field NIPS 2010
Learning the Structure of Deep Sparse Graphical Models AISTATS 2010
Evidence-Specific Structures for Rich Tractable CRFs NIPS 2010
Bayesian Action-Graph Games NIPS 2010
Sparse Inverse Covariance Selection via Alternating Linearization Methods NIPS 2010
Solving the Uncapacitated Facility Location Problem Using Message Passing Algorithms AISTATS 2010
Using Descendants as Instrumental Variables for the Identification of Direct Causal Effects in Linear SEMs AISTATS 2010
A Primal-Dual Message-Passing Algorithm for Approximated Large Scale Structured Prediction NIPS 2010
Topology Selection in Graphical Models of Autoregressive Processes JMLR 2010
High Dimensional Inverse Covariance Matrix Estimation via Linear Programming JMLR 2010
Why are DBNs sparse? AISTATS 2010
Learning Gradients: Predictive Models that Infer Geometry and Statistical Dependence JMLR 2010