causal inference

Causality Analysis of Twitter Sentiments and Stock Market Returns ACL 2018 Causal Structure Learning via Temporal Markov Networks PGM 2018 Cause-Effect Inference by Comparing Regression Errors AISTATS 2018 Challenges of Using Text Classifiers for Causal Inference EMNLP 2018 Complete Graphical Characterization and Construction of Adjustment Sets in Markov Equivalence Classes of Ancestral Graphs JMLR 2018 Confounding-Robust Policy Improvement NeurIPS 2018 Consistent Estimation given Missing Data PGM 2018 Counterfactual Resimulation for Causal Analysis of Rule-Based Models IJCAI 2018 Detecting non-causal artifacts in multivariate linear regression models ICML 2018 Direct Estimation of Differences in Causal Graphs NeurIPS 2018 Domain Adaptation by Using Causal Inference to Predict Invariant Conditional Distributions NeurIPS 2018 Enhancing Identification of Causal Effects by Pruning JMLR 2018 Equality of Opportunity in Classification: A Causal Approach NeurIPS 2018 Group Invariance Principles for Causal Generative Models AISTATS 2018 Human Interaction with Recommendation Systems AISTATS 2018 Hunting for Discriminatory Proxies in Linear Regression Models NeurIPS 2018 Identification and Estimation of Causal Effects from Dependent Data NeurIPS 2018 Implicit Causal Models for Genome-wide Association Studies ICLR 2018 Instance-Specific Bayesian Network Structure Learning PGM 2018 Instrument-Armed Bandits ALT 2018 Invariant Models for Causal Transfer Learning JMLR 2018 Learning and Testing Causal Models with Interventions NeurIPS 2018 Learning linear structural equation models in polynomial time and sample complexity AISTATS 2018 Learning Quadratic Variance Function (QVF) DAG Models via OverDispersion Scoring (ODS) JMLR 2018 Limits of Estimating Heterogeneous Treatment Effects: Guidelines for Practical Algorithm Design ICML 2018