Ilya Shpitser

21 catalog papers. Identity-linked publications and additional name matches are distinguished below.

ORCID: 0000-0003-2571-7326

Department of Computer Science, Johns Hopkins University

Publications

• A common-cause principle for eliminating selection bias in causal estimands through covariate adjustment — The Annals of Statistics 2025 (name-matched, not ORCID-linked)
• Evaluation of Active Feature Acquisition Methods for Time-varying Feature Settings — Journal of Machine Learning Research 2025 (name-matched, not ORCID-linked)
• Causal inference with hidden mediators — Biometrika 2025
• An Automated Approach to Causal Inference in Discrete Settings — Journal of the American Statistical Association 2024
• The Proximal ID Algorithm — Journal of Machine Learning Research 2023 (name-matched, not ORCID-linked)
• Nested Markov properties for acyclic directed mixed graphs — The Annals of Statistics 2023
• Proximal mediation analysis — Biometrika 2023
• Ilya Shpitser’s contribution to the Discussion of ‘Assumption-lean inference for generalised linear model parameters’ by Vansteelandt and Dukes — Journal of the Royal Statistical Society: Series B (Statistical Methodology) 2022
• Semiparametric Inference For Causal Effects In Graphical Models With Hidden Variables — Journal of Machine Learning Research 2022 (name-matched, not ORCID-linked)
• Semiparametric Inference for Nonmonotone Missing-Not-at-Random Data: The No Self-Censoring Model — Journal of the American Statistical Association 2022 (name-matched, not ORCID-linked)
• Auto-G-Computation of Causal Effects on a Network — Journal of the American Statistical Association 2021
• Robust inference on population indirect causal effects: the generalized front door criterion — Journal of the Royal Statistical Society: Series B (Statistical Methodology) 2020
• On semiparametric estimation of a path-specific effect in the presence of mediator-outcome confounding — Biometrika 2020
• Comment on “Blessings of Multiple Causes” — Journal of the American Statistical Association 2019
• Quantifying an Adherence Path-Specific Effect of Antiretroviral Therapy in the Nigeria PEPFAR Program — Journal of the American Statistical Association 2017
• Causal inference with a graphical hierarchy of interventions — The Annals of Statistics 2016
• Preface — Journal of Political Economy 2015
• Estimation of a semiparametric natural direct effect model incorporating baseline covariates — Biometrika 2014
• On the definition of a confounder — The Annals of Statistics 2013
• Semiparametric theory for causal mediation analysis: Efficiency bounds, multiple robustness and sensitivity analysis — The Annals of Statistics 2012
• Complete Identification Methods for the Causal Hierarchy — Journal of Machine Learning Research 2008 (name-matched, not ORCID-linked)