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

Improving Structure MCMC for Bayesian Networks through Markov Blanket Resampling JMLR 2016
Learning Treewidth-Bounded Bayesian Networks with Thousands of Variables NIPS 2016
Universal Models of Multivariate Temporal Point Processes AISTATS 2016
Enumerating Equivalence Classes of Bayesian Networks using EC Graphs AISTATS 2016
Curriculum Learning of Bayesian Network Structures ACML 2015
The Libra Toolkit for Probabilistic Models JMLR 2015
Tractable Bayesian Network Structure Learning with Bounded Vertex Cover Number NIPS 2015
Segregated Graphs and Marginals of Chain Graph Models NIPS 2015
On the Relationship between Sum-Product Networks and Bayesian Networks ICML 2015
Counting and Exploring Sizes of Markov Equivalence Classes of Directed Acyclic Graphs JMLR 2015
Learning Bayesian Networks with Thousands of Variables NIPS 2015
Exact Bayesian Learning of Ancestor Relations in Bayesian Networks AISTATS 2015
Learning Chordal Markov Networks by Dynamic Programming NIPS 2014
Efficient Gradient-Based Inference through Transformations between Bayes Nets and Neural Nets ICML 2014
Random Bayesian networks with bounded indegree AISTATS 2014
Augur: Data-Parallel Probabilistic Modeling NIPS 2014
An inclusion optimal algorithm for chain graph structure learning AISTATS 2014
Advances in Learning Bayesian Networks of Bounded Treewidth NIPS 2014
Learning Optimal Bounded Treewidth Bayesian Networks via Maximum Satisfiability AISTATS 2014
From Stochastic Grammar to Bayes Network: Probabilistic Parsing of Complex Activity CVPR 2014
Learning Bounded Tree-width Bayesian Networks using Integer Linear Programming AISTATS 2014
Decomposing Parameter Estimation Problems NIPS 2014
Joint Structure Learning of Multiple Non-Exchangeable Networks AISTATS 2014
A Non-parametric Bayesian Network Prior of Human Pose ICCV 2013
A* Lasso for Learning a Sparse Bayesian Network Structure for Continuous Variables NIPS 2013