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Causal Inference

3310 directly classified papers

Papers per year

Papers

Markov Properties for Linear Causal Models with Correlated Errors JMLR 2009
Controlling the False Discovery Rate of the Association/Causality Structure Learned with the PC Algorithm JMLR 2009
Bayesian Network Structure Learning by Recursive Autonomy Identification JMLR 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 NIPS 2009
Bayesian Belief Polarization NIPS 2009
Nonlinear directed acyclic structure learning with weakly additive noise models NIPS 2009
Integrating Locally Learned Causal Structures with Overlapping Variables NIPS 2008
Active Learning of Causal Networks with Intervention Experiments and Optimal Designs JMLR 2008
Search for Additive Nonlinear Time Series Causal Models JMLR 2008
Finding Latent Causes in Causal Networks: an Efficient Approach Based on Markov Blankets NIPS 2008
Nonlinear causal discovery with additive noise models NIPS 2008
Structural Learning of Chain Graphs via Decomposition JMLR 2008
Minimal Nonlinear Distortion Principle for Nonlinear Independent Component Analysis JMLR 2008
Complete Identification Methods for the Causal Hierarchy JMLR 2008
A Recursive Method for Structural Learning of Directed Acyclic Graphs JMLR 2008
Maximum Entropy Density Estimation with Generalized Regularization and an Application to Species Distribution Modeling JMLR 2007
Hidden Common Cause Relations in Relational Learning NIPS 2007
The Noisy-Logical Distribution and its Application to Causal Inference NIPS 2007
Discovering Weakly-Interacting Factors in a Complex Stochastic Process NIPS 2007
CPR for CSPs: A Probabilistic Relaxation of Constraint Propagation NIPS 2007
Comparing Bayesian models for multisensory cue combination without mandatory integration NIPS 2007
Causal inference in sensorimotor integration NIPS 2006
Causal Graph Based Decomposition of Factored MDPs JMLR 2006
Combining causal and similarity-based reasoning NIPS 2006