causal inference

Causality with Gates AISTATS 2012 Characterization and Greedy Learning of Interventional Markov Equivalence Classes of Directed Acyclic Graphs JMLR 2012 Controlling Selection Bias in Causal Inference AISTATS 2012 Facilitating Score and Causal Inference Trees for Large Observational Studies JMLR 2012 Statistical test for consistent estimation of causal effects in linear non-Gaussian models AISTATS 2012 Towards Integrative Causal Analysis of Heterogeneous Data Sets and Studies JMLR 2012 A rational model of causal inference with continuous causes NeurIPS 2011 Learning equivalence classes of acyclic models with latent and selection variables from multiple datasets with overlapping variables AISTATS 2011 Block Variable Selection in Multivariate Regression and High-dimensional Causal Inference NeurIPS 2010 Causal discovery in multiple models from different experiments NeurIPS 2010 Combining Experiments to Discover Linear Cyclic Models with Latent Variables AISTATS 2010 Estimation of a Structural Vector Autoregression Model Using Non-Gaussianity JMLR 2010 Identifying Cause and Effect on Discrete Data using Additive Noise Models AISTATS 2010 Introduction to Causal Inference JMLR 2010 Probabilistic latent variable models for distinguishing between cause and effect NeurIPS 2010 Sparse Instrumental Variables (SPIV) for Genome-Wide Studies NeurIPS 2010 Sufficient covariates and linear propensity analysis AISTATS 2010 Using Descendants as Instrumental Variables for the Identification of Direct Causal Effects in Linear SEMs AISTATS 2010 Nonlinear directed acyclic structure learning with weakly additive noise models NeurIPS 2009 Properties of Monotonic Effects on Directed Acyclic Graphs JMLR 2009 Settable Systems: An Extension of Pearl's Causal Model with Optimization, Equilibrium, and Learning JMLR 2009 Subgroup Analysis via Recursive Partitioning JMLR 2009 Time-Varying Dynamic Bayesian Networks NeurIPS 2009 Toward Provably Correct Feature Selection in Arbitrary Domains NeurIPS 2009 Complete Identification Methods for the Causal Hierarchy JMLR 2008