conftrace_

conditional independence

113 papers

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Also known as

CI

Co-occurring keywords

graphical model (864) causal discovery (460) causal inference (1630) bayesian network (378) conditional independence test (37) structure learning (341) probabilistic graphical model (226) directed acyclic graph (245) causal graph (140) gaussian graphical model (106)

Papers

Structure estimation for discrete graphical models: Generalized covariance matrices and their inverses NIPS 2012
Convex Multi-view Subspace Learning NIPS 2012
On the Necessity of Irrelevant Variables JMLR 2012
Learning Higher-Order Graph Structure with Features by Structure Penalty NIPS 2011
Faithfulness in Chain Graphs: The Gaussian Case AISTATS 2011
Efficient Algorithms for Conditional Independence Inference JMLR 2010
Mass Fatality Incident Identification based on nuclear DNA evidence AISTATS 2010
Markov Properties for Linear Causal Models with Correlated Errors JMLR 2009
Improving the Reliability of Causal Discovery from Small Data Sets Using Argumentation JMLR 2009
An Algorithm for Reading Dependencies from the Minimal Undirected Independence Map of a Graphoid that Satisfies Weak Transitivity JMLR 2009
Finding Latent Causes in Causal Networks: an Efficient Approach Based on Markov Blankets NIPS 2008
Search for Additive Nonlinear Time Series Causal Models JMLR 2008
A Scoring Function for Learning Bayesian Networks based on Mutual Information and Conditional Independence Tests JMLR 2006