Causal Inference

Markov Properties for Linear Causal Models with Correlated Errors JMLR 2009 Maximum Entropy Discrimination Markov Networks JMLR 2009 Nonlinear directed acyclic structure learning with weakly additive noise models NeurIPS 2009 Settable Systems: An Extension of Pearl's Causal Model with Optimization, Equilibrium, and Learning JMLR 2009 Toward Provably Correct Feature Selection in Arbitrary Domains NeurIPS 2009 Active Learning of Causal Networks with Intervention Experiments and Optimal Designs JMLR 2008 A Recursive Method for Structural Learning of Directed Acyclic Graphs JMLR 2008 Complete Identification Methods for the Causal Hierarchy JMLR 2008 Finding Latent Causes in Causal Networks: an Efficient Approach Based on Markov Blankets NeurIPS 2008 Integrating Locally Learned Causal Structures with Overlapping Variables NeurIPS 2008 Minimal Nonlinear Distortion Principle for Nonlinear Independent Component Analysis JMLR 2008 Nonlinear causal discovery with additive noise models NeurIPS 2008 Search for Additive Nonlinear Time Series Causal Models JMLR 2008 Structural Learning of Chain Graphs via Decomposition JMLR 2008 Comparing Bayesian models for multisensory cue combination without mandatory integration NeurIPS 2007 CPR for CSPs: A Probabilistic Relaxation of Constraint Propagation NeurIPS 2007 Discovering Weakly-Interacting Factors in a Complex Stochastic Process NeurIPS 2007 Hidden Common Cause Relations in Relational Learning NeurIPS 2007 Maximum Entropy Density Estimation with Generalized Regularization and an Application to Species Distribution Modeling JMLR 2007 The Noisy-Logical Distribution and its Application to Causal Inference NeurIPS 2007 A Bayesian Approach to Diffusion Models of Decision-Making and Response Time NeurIPS 2006 A Linear Non-Gaussian Acyclic Model for Causal Discovery JMLR 2006 Bayesian Detection of Infrequent Differences in Sets of Time Series with Shared Structure NeurIPS 2006 Causal Graph Based Decomposition of Factored MDPs JMLR 2006 Causal inference in sensorimotor integration NeurIPS 2006