conftrace_

bayesian network

378 papers

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Also known as

BNS BN

Co-occurring keywords

structure learning (341) graphical model (864) probabilistic graphical model (226) causal inference (1630) probabilistic modeling (852) directed acyclic graph (245) probabilistic inference (312) causal discovery (460) conditional independence (113) bayesian network structure learning (18)

Papers

Dynamic Copula Networks for Modeling Real-valued Time Series AISTATS 2013
Learning Stochastic Inverses NIPS 2013
Capturing Complex Spatio-temporal Relations among Facial Muscles for Facial Expression Recognition CVPR 2013
Exact Learning of Bounded Tree-width Bayesian Networks AISTATS 2013
Learning Linear Bayesian Networks with Latent Variables ICML 2013
The Most Generative Maximum Margin Bayesian Networks ICML 2013
EDML for Learning Parameters in Directed and Undirected Graphical Models NIPS 2013
On the Asymptotic Optimality of Maximum Margin Bayesian Networks AISTATS 2013
Discovering Hidden Variables in Noisy-Or Networks using Quartet Tests NIPS 2013
Learning Chordal Markov Networks by Constraint Satisfaction NIPS 2013
Sub-Local Constraint-Based Learning of Bayesian Networks Using A Joint Dependence Criterion JMLR 2013
Completeness Results for Lifted Variable Elimination AISTATS 2013
Structural Expectation Propagation (SEP): Bayesian structure learning for networks with latent variables AISTATS 2013
Nonparanormal Belief Propagation (NPNBP) NIPS 2012
Multiplicative Forests for Continuous-Time Processes NIPS 2012
Age-Layered Expectation Maximization for Parameter Learning in Bayesian Networks AISTATS 2012
Sparse Linear Identifiable Multivariate Modeling JMLR 2011
Bagged Structure Learning of Bayesian Network AISTATS 2011
DirectLiNGAM: A Direct Method for Learning a Linear Non-Gaussian Structural Equation Model JMLR 2011
Efficient Structure Learning of Bayesian Networks using Constraints JMLR 2011
Parallel Algorithm for Learning Optimal Bayesian Network Structure JMLR 2011
Automated Refinement of Bayes Networks' Parameters based on Test Ordering Constraints NIPS 2011
Efficient Algorithms for Conditional Independence Inference JMLR 2010
Copula Bayesian Networks NIPS 2010
Incremental Sigmoid Belief Networks for Grammar Learning JMLR 2010