← All authors Ilya Shpitser University of California, Irvine (from arXiv:2201.10743, 2022) · ORCID · OpenAlex
44 papers in scope · 41 published · 4 on the econ.EM arXiv · 2,165 citations · h-index 19 (over the papers listed here)
Related authors The 20 authors closest to this one in our weighted citation graph, most related first.
AmirEmad Ghassami Ting-Chih Hung Yu-Chang Chen Andrea Rotnitzky Rahul Singh David J. Richardson Alan Hao Yang Trang Quynh Nguyen Caleb H. Miles Vasilis Syrgkanis Yuhao Wang Nathan Kallus Nishanth Dikkala Xiaojie Mao Eric Tchetgen Tchetgen Lester Mackey Greg Lewis James M. Robins Filip Obradović Harsh Parikh Proximity is measured over citations between two papers we both hold, weighted by how heavily one leans on the other, and is symmetric — it does not distinguish citing from being cited. Authors without a profile here are skipped, and a genuinely close colleague can be missing simply because their work is not in our arXiv corpus. Method: docs/06-citations-pipeline.md .
Papers (3 of 44)
Response to Discussions of "Causal and Counterfactual Views of Missing Data Models"
published 2025 · Statistica Sinica
Pitfalls of imputing using incomplete auxiliary variables
published 2025 · American Journal of Epidemiology · first circulated 2024
with Maya B. Mathur
Causal and Counterfactual Views of Missing Data Models
published 2025 · Statistica Sinica · 9 citations · first circulated 2022
Mathur and Shpitser respond to “The evolution of selection bias in the recent epidemiologic literature—a selective overview”
published 2024 · American Journal of Epidemiology · 1 citations
with Maya B. Mathur
Causal inference with hidden mediators
published 2024 · Biometrika · 7 citations · first circulated 2021
Simple graphical rules for assessing selection bias in general-population and selected-sample treatment effects
published 2024 · American Journal of Epidemiology · 22 citations · first circulated 2023
with Maya B. Mathur
IEEE Transactions on Neural Networks and Learning Systems Special Issue on Causal Discovery and Causality-Inspired Machine Learning
published 2024 · IEEE Transactions on Neural Networks and Learning Systems · 2 citations
with Kun Zhang, Sara Magliacane, Davide Bacciu, Fei Wu, Changshui Zhang, Peter Spirtes
A Self-Censoring Model for Multivariate Nonignorable Nonmonotone Missing Data
published 2023 · Biometrics · 7 citations · first circulated 2022
An Automated Approach to Causal Inference in Discrete Settings
published 2023 · Journal of the American Statistical Association · 16 citations · first circulated 2021
with Guilherme Duarte, Noam Finkelstein, Dean Knox, Jonathan Mummolo
Proximal mediation analysis
published 2023 · Biometrika · 12 citations · first circulated 2021
Nonmyopic and pseudo-nonmyopic approaches to optimal sequential design in the presence of covariates
published 2022 · Journal of Statistical Computation and Simulation · first circulated 2020
with Mia S. Tackney, David C. Woods
Causal determinants of postoperative length of stay in cardiac surgery using causal graphical learning
published 2022 · Journal of Thoracic and Cardiovascular Surgery · 24 citations
with Jaron J. R. Lee, Ranjani Srinivasan, Chin Siang Ong, Diane Alejo, Stefano Schena, Marc Sussman, Glenn J.R. Whitman, Daniel Malinsky
Ilya Shpitser’s Contribution to the Discussion of ‘Assumption-Lean Inference for Generalised Linear Model Parameters’ by Vansteelandt and Dukes
published 2022 · Journal of the Royal Statistical Society Series B (Statistical Methodology)
working paper 2022 · arXiv · 7 citations
Comment on: “Decision-theoretic foundations for statistical causality”
published 2022 · Journal of Causal Inference · 1 citations
Causal Inference From Observational Data: It Is Complicated*
published 2021 · Pediatric Critical Care Medicine · 12 citations
with Sapna R. Kudchadkar, James C. Fackler
Discussion on “Causal mediation of semicompeting risks” by Yen‐Tsung Huang
published 2021 · Biometrics · 12 citations
working paper 2021 · arXiv · 1 citations
working paper 2021 · arXiv · 9 citations
Causal Modelling: The Two Cultures
published 2021 · Observational Studies · 11 citations
Semiparametric Inference for Nonmonotone Missing-Not-at-Random Data: The No Self-Censoring Model
published 2020 · Journal of the American Statistical Association · 22 citations · first circulated 2019
Auto-G-Computation of Causal Effects on a Network
published 2020 · Journal of the American Statistical Association · 59 citations
Causal Inference, Social Networks and Chain Graphs
published 2020 · Journal of the Royal Statistical Society Series A (Statistics in Society) · 40 citations
Examining the Causal Mediating Role of Brain Pathology on the Relationship Between Diabetes and Cognitive Impairment: The Cardiovascular Health Study
published 2020 · Journal of the Royal Statistical Society Series A (Statistics in Society) · 9 citations
with Ryan M. Andrews, Oscar L. López, W.T. Longstreth, Paulo H. M. Chaves, Lewis H. Kuller, Michelle C. Carlson
Feature engineering with clinical expert knowledge: A case study assessment of machine learning model complexity and performance
published 2020 · PLoS ONE · 48 citations
with Kenneth D. Roe, Vibhu Jawa, Xiaohan Zhang, Christopher G. Chute, Jeremy A. Epstein, Jordan Matelsky, Casey Overby Taylor
Robust Inference on Population Indirect Causal Effects: The Generalized Front Door Criterion
published 2019 · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 8 citations · first circulated 2017
On semiparametric estimation of a path-specific effect in the presence of mediator-outcome confounding
published 2019 · Biometrika · 33 citations · first circulated 2017
Comment on “Blessings of Multiple Causes”
published 2019 · Journal of the American Statistical Association
Dose/Volume histogram patterns in Salivary Gland subvolumes influence xerostomia injury and recovery
published 2019 · Scientific Reports · 39 citations
with Peijin Han, P. Lakshminarayanan, Wei Jiang, Xuan Hui, Sang Ho Lee, Zhi Cheng, Yue Guo, Russell H. Taylor, Sauleh Siddiqui, Michael R. Bowers, Khadija Sheikh, Ana P. Kiess, …
Fair Inference on Outcomes
published 2018 · Proceedings of the AAAI Conference on Artificial Intelligence · 231 citations
with Razieh Nabi
Quantifying an Adherence Path-Specific Effect of Antiretroviral Therapy in the Nigeria PEPFAR Program
published 2017 · Journal of the American Statistical Association · 26 citations · first circulated 2014
Causal inference with a graphical hierarchy of interventions
published 2016 · The Annals of Statistics · 6 citations
Consistent Estimation of Functions of Data Missing Non-Monotonically and Not at Random
published 2016 · Neural Information Processing Systems · 12 citations
no link
Segregated graphs and marginals of chain graph models
published 2015 · Neural Information Processing Systems · 6 citations
no link
Estimation of a semiparametric natural direct effect model incorporating baseline covariates
published 2014 · Biometrika · 26 citations
Introduction to Nested Markov Models
published 2014 · Behaviormetrika · 43 citations
Counterfactual Graphical Models for Longitudinal Mediation Analysis With Unobserved Confounding
published 2013 · Cognitive Science · 114 citations · first circulated 2012
On the definition of a confounder
published 2013 · The Annals of Statistics · 268 citations
with Tyler J. VanderWeele
Semiparametric theory for causal mediation analysis: Efficiency bounds, multiple robustness and sensitivity analysis
published 2012 · The Annals of Statistics · 292 citations
Rejoinder
published 2011 · Epidemiology · 33 citations
A New Criterion for Confounder Selection
published 2011 · Biometrics · 442 citations
with Tyler J. VanderWeele
A Complete Graphical Criterion for the Adjustment Formula in Mediation Analysis
published 2011 · The International Journal of Biostatistics · 47 citations
with Tyler J. VanderWeele
Respecting Markov Equivalence in Computing Posterior Probabilities of Causal Graphical Features
published 2010 · Proceedings of the AAAI Conference on Artificial Intelligence · 4 citations
with Eun Yong Kang, Eleazar Eskin
Nested Markov properties for acyclic directed mixed graphs
published 2003 · Scandinavian Journal of Statistics · 204 citations
Assembled from arXiv and OpenAlex. Duplicate records for the same paper are merged, and the published version is shown where we could identify one. Corrections welcome.
Built from arXiv and OpenAlex. Supported by UKRI grant APP47921 (Martin Weidner, UCL · Francis J. DiTraglia, Oxford).