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Causal Inference

934 directly classified papers

Papers per year

Papers

Characterization and Greedy Learning of Interventional Markov Equivalence Classes of Directed Acyclic Graphs JMLR 2012
Causal discovery with scale-mixture model for spatiotemporal variance dependencies NIPS 2012
A rational model of causal inference with continuous causes NIPS 2011
Learning equivalence classes of acyclic models with latent and selection variables from multiple datasets with overlapping variables AISTATS 2011
On Causal Discovery with Cyclic Additive Noise Models NIPS 2011
Inductive reasoning about chimeric creatures NIPS 2011
Solving Decision Problems with Limited Information NIPS 2011
Block Variable Selection in Multivariate Regression and High-dimensional Causal Inference NIPS 2010
Introduction to Causal Inference JMLR 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
Causal discovery in multiple models from different experiments NIPS 2010
Sparse Instrumental Variables (SPIV) for Genome-Wide Studies NIPS 2010
Probabilistic Belief Revision with Structural Constraints NIPS 2010
Probabilistic latent variable models for distinguishing between cause and effect NIPS 2010
Nonlinear directed acyclic structure learning with weakly additive noise models NIPS 2009
Improving the Reliability of Causal Discovery from Small Data Sets Using Argumentation JMLR 2009
Properties of Monotonic Effects on Directed Acyclic Graphs JMLR 2009
Time-Varying Dynamic Bayesian Networks NIPS 2009
Bayesian Sparse Factor Models and DAGs Inference and Comparison NIPS 2009
Causal Reasoning with Ancestral Graphs JMLR 2008
Active Learning of Causal Networks with Intervention Experiments and Optimal Designs JMLR 2008
Bounding Performance Loss in Approximate MDP Homomorphisms NIPS 2008
How memory biases affect information transmission: A rational analysis of serial reproduction NIPS 2008
Integrating Locally Learned Causal Structures with Overlapping Variables NIPS 2008