Causal Inference

Missing at Random in Graphical Models AISTATS 2015 Network Granger Causality with Inherent Grouping Structure JMLR 2015 Rate-Agnostic (Causal) Structure Learning NeurIPS 2015 Removing systematic errors for exoplanet search via latent causes ICML 2015 Semi-Supervised Interpolation in an Anticausal Learning Scenario JMLR 2015 Telling cause from effect in deterministic linear dynamical systems ICML 2015 The Randomized Causation Coefficient JMLR 2015 The Self-Normalized Estimator for Counterfactual Learning NeurIPS 2015 Towards a Learning Theory of Cause-Effect Inference ICML 2015 Ultra-Scalable and Efficient Methods for Hybrid Observational and Experimental Local Causal Pathway Discovery JMLR 2015 A Cause and Effect Analysis of Motion Trajectories for Modeling Actions CVPR 2014 An Integer Polynomial Programming Based Framework for Lifted MAP Inference NeurIPS 2014 Bayesian Estimation of Causal Direction in Acyclic Structural Equation Models with Individual-specific Confounder Variables and Non-Gaussian Distributions JMLR 2014 Causal Discovery with Continuous Additive Noise Models JMLR 2014 Causal Inference through a Witness Protection Program NeurIPS 2014 Causal Strategic Inference in Networked Microfinance Economies NeurIPS 2014 Feedback Detection for Live Predictors NeurIPS 2014 Graphical Models for Recovering Probabilistic and Causal Queries from Missing Data NeurIPS 2014 Hierarchical Conditional Random Fields for Outlier Detection: An Application to Detecting Epileptogenic Cortical Malformations ICML 2014 High-Dimensional Learning of Linear Causal Networks via Inverse Covariance Estimation JMLR 2014 On Estimating Causal Effects based on Supplemental Variables AISTATS 2014 Order-Independent Constraint-Based Causal Structure Learning JMLR 2014 Randomized Experimental Design for Causal Graph Discovery NeurIPS 2014 Robust RegBayes: Selectively Incorporating First-Order Logic Domain Knowledge into Bayesian Models ICML 2014 Signal Aggregate Constraints in Additive Factorial HMMs, with Application to Energy Disaggregation NeurIPS 2014