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causal inference

1619 papers

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CI

Co-occurring keywords

causal discovery (459) structural causal model (182) treatment effect (134) graphical model (863) counterfactual reasoning (224) representation learning (6174) observational datum (109) domain generalization (1517) causal effect (107) causal graph (137)

Papers

Causal Inference on Time Series using Restricted Structural Equation Models NIPS 2013
Statistical Tests for Contagion in Observational Social Network Studies AISTATS 2013
Meta-Transportability of Causal Effects: A Formal Approach AISTATS 2013
A simple criterion for controlling selection bias AISTATS 2013
Estimation of Causal Peer Influence Effects ICML 2013
Learning Linear Bayesian Networks with Latent Variables ICML 2013
SADA: A General Framework to Support Robust Causation Discovery ICML 2013
Data-driven covariate selection for nonparametric estimation of causal effects AISTATS 2013
Controlling Selection Bias in Causal Inference AISTATS 2012
Towards Integrative Causal Analysis of Heterogeneous Data Sets and Studies JMLR 2012
Causal Bounds and Observable Constraints for Non-deterministic Models JMLR 2012
Statistical test for consistent estimation of causal effects in linear non-Gaussian models AISTATS 2012
Facilitating Score and Causal Inference Trees for Large Observational Studies JMLR 2012
Causality with Gates AISTATS 2012
Characterization and Greedy Learning of Interventional Markov Equivalence Classes of Directed Acyclic Graphs JMLR 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
Introduction to Causal Inference JMLR 2010
Causal discovery in multiple models from different experiments NIPS 2010
Sufficient covariates and linear propensity analysis AISTATS 2010
Estimation of a Structural Vector Autoregression Model Using Non-Gaussianity JMLR 2010
Using Descendants as Instrumental Variables for the Identification of Direct Causal Effects in Linear SEMs AISTATS 2010
Sparse Instrumental Variables (SPIV) for Genome-Wide Studies NIPS 2010
Block Variable Selection in Multivariate Regression and High-dimensional Causal Inference NIPS 2010
Probabilistic latent variable models for distinguishing between cause and effect NIPS 2010