Ilya Shpitser

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Path Dependent Structural Equation Models pdf

Narges Ahmidi, Ranjani Srinivasan, Jaron Lee, 2020, ArXiv.

A Potential Outcomes Calculus for Identifying Conditional Path-Specific Effects

Thomas Richardson, Ilya Shpitser, Daniel Malinsky, 2019, AISTATS.

Identification of Personalized Effects Associated With Causal Pathways

Ilya Shpitser, Eli Sherman, I. Shpitser, 2018, UAI.

Explaining The Behavior Of Black-Box Prediction Algorithms With Causal Learning pdf

Ilya Shpitser, Daniel Malinsky, Numair Sani, 2020, ArXiv.

Identification of Joint Interventional Distributions in Recursive Semi-Markovian Causal Models

Judea Pearl, Ilya Shpitser, J. Pearl, 2006, AAAI.

Identification of Conditional Interventional Distributions pdf

Judea Pearl, Ilya Shpitser, J. Pearl, 2006, UAI.

Partial Identifiability in Discrete Data With Measurement Error pdf

Suchi Saria, Ilya Shpitser, Noam Finkelstein, 2020, UAI.

Identification and Estimation of Causal Effects from Dependent Data

Ilya Shpitser, Eli Sherman, I. Shpitser, 2018, NeurIPS.

Counterfactual Graphical Models for Longitudinal Mediation Analysis With Unobserved Confounding

Ilya Shpitser, I. Shpitser, 2012, Cogn. Sci..

Full Law Identification In Graphical Models Of Missing Data: Completeness Results

Ilya Shpitser, Razieh Nabi, Rohit Bhattacharya, 2020, ICML.

Robust inference on population indirect causal effects: the generalized front door criterion

Eric J. Tchetgen Tchetgen, Ilya Shpitser, Isabel R. Fulcher, 2017, Journal of the Royal Statistical Society. Series B, Statistical methodology.

A Semiparametric Approach to Interpretable Machine Learning pdf

Jaron Lee, Ilya Shpitser, Numair Sani, 2020, ArXiv.

Acyclic Linear SEMs Obey the Nested Markov Property

Thomas S. Richardson, Ilya Shpitser, Robin J. Evans, 2018, UAI.

Detecting the Presence and Absence of Causal Relationships between Expression of Yeast Genes with Very Few Samples

Eleazar Eskin, Ilya Shpitser, Chun Ye, 2010, J. Comput. Biol..

Identifiability of Path-Specific Effects

Chen Avin, Judea Pearl, Ilya Shpitser, 2005, IJCAI.

Identification and Estimation of Causal Effects Defined by Shift Interventions

Ilya Shpitser, Numair Sani, Jaron J. R. Lee, 2020, UAI.

Nested Markov Properties for Acyclic Directed Mixed Graphs

James M. Robins, Thomas S. Richardson, Ilya Shpitser, 2012, UAI.

Challenges of Using Text Classifiers for Causal Inference

Mark Dredze, Ilya Shpitser, Zach Wood-Doughty, 2018, EMNLP.

Consistent Estimation of Functions of Data Missing Non-Monotonically and Not at Random

Ilya Shpitser, I. Shpitser, 2016, NIPS.

On the definition of a confounder

Tyler J. VanderWeele, Ilya Shpitser, I. Shpitser, 2013, Annals of statistics.

General Identification of Dynamic Treatment Regimes Under Interference

David Arbour, Ilya Shpitser, Eli Sherman, 2020, AISTATS.

INTRODUCTION TO NESTED MARKOV MODELS

James M. Robins, Thomas S. Richardson, Ilya Shpitser, 2014 .

An Efficient Algorithm for Computing Interventional Distributions in Latent Variable Causal Models

James M. Robins, Thomas S. Richardson, Ilya Shpitser, 2011, UAI.

On the Validity of Covariate Adjustment for Estimating Causal Effects pdf

James M. Robins, Tyler J. VanderWeele, Ilya Shpitser, 2010, UAI.

Intervening on Network Ties

Ilya Shpitser, Eli Sherman, I. Shpitser, 2019, UAI.

Segregated Graphs and Marginals of Chain Graph Models

Ilya Shpitser, I. Shpitser, 2015, NIPS.

Optimal Training of Fair Predictive Models pdf

Ilya Shpitser, Daniel Malinsky, Razieh Nabi, 2019, ArXiv.

Identification in Causal Models With Hidden Variables.

Ilya Shpitser, I. Shpitser, 2020, Journal de la Societe francaise de statistique.

Testing Edges by Truncations

James M. Robins, Thomas S. Richardson, Ilya Shpitser, 2009, IJCAI.

Semiparametric Estimation of Models for Natural Direct and Indirect Effects

Eric J. Tchetgen Tchetgen, Ilya Shpitser, 2011 .

Multivariate Counterfactual Systems And Causal Graphical Models

James M. Robins, Thomas S. Richardson, Ilya Shpitser, 2020 .

Sparse Nested Markov models with Log-linear Parameters pdf

James M. Robins, Thomas S. Richardson, Ilya Shpitser, 2013, UAI.

An Interventionist Approach to Mediation Analysis.

James M. Robins, Thomas S. Richardson, Ilya Shpitser, 2020 .

Robust inference on indirect causal effects

Eric J. Tchetgen Tchetgen, Ilya Shpitser, Isabel R. Fulcher, 2017 .

Radio‐morphology: Parametric shape‐based features in radiotherapy

Todd McNutt, Zhi Cheng, Peijin Han, 2019, Medical physics.

Deriving Bounds And Inequality Constraints Using Logical Relations Among Counterfactuals

Ilya Shpitser, Noam Finkelstein, I. Shpitser, 2020, UAI.

Identification of Conditional Interventional Distributions - eScholarship

Judea Pearl, Ilya Shpitser, 2006 .

Nonmyopic and pseudo-nonmyopic approaches to optimal sequential design in the presence of covariates

Ilya Shpitser, David C. Woods, Mia S.Tackney, 2020, 2005.13261.

What Counterfactuals Can Be Tested

Judea Pearl, Ilya Shpitser, J. Pearl, 2007, UAI.

Conditionally-additive-noise Models for Structure Learning pdf

Daniel Chicharro, Stefano Panzeri, Ilya Shpitser, 2019, ArXiv.

Counterfactual Graphical Models for Mediation Analysis via Path-Specific Effects

Ilya Shpitser, 2012 .

Missing Data as a Causal and Probabilistic Problem

Judea Pearl, Karthika Mohan, Ilya Shpitser, 2015, UAI.

Identification In Missing Data Models Represented By Directed Acyclic Graphs

James M. Robins, Ilya Shpitser, Razieh Nabi, 2019, UAI.

Causal Inference Under Interference And Network Uncertainty

Ilya Shpitser, Daniel Malinsky, Rohit Bhattacharya, 2019, UAI.

Dormant Independence

Judea Pearl, Ilya Shpitser, J. Pearl, 2008, AAAI.

Differentiable Causal Discovery Under Unmeasured Confounding pdf

Tushar Nagarajan, Ilya Shpitser, Daniel Malinsky, 2020, AISTATS.

Fair Inference on Outcomes

Ilya Shpitser, Razieh Nabi, I. Shpitser, 2017, AAAI.

Respecting Markov Equivalence in Computing Posterior Probabilities of Causal Graphical Features

Eleazar Eskin, Ilya Shpitser, Eun Yong Kang, 2010, AAAI.

Estimation of Personalized Effects Associated With Causal Pathways

Ilya Shpitser, Phyllis Kanki, Razieh Nabi, 2018, UAI.

Learning Optimal Fair Policies

Ilya Shpitser, Daniel Malinsky, Razieh Nabi, 2018, ICML.

Semiparametric Inference for Non-monotone Missing-Not-at-Random Data: the No Self-Censoring Model

Ilya Shpitser, Daniel Malinsky, Eric J Tchetgen Tchetgen, 2019 .

Complete Identification Methods for the Causal Hierarchy

Judea Pearl, Ilya Shpitser, J. Pearl, 2008, J. Mach. Learn. Res..

Identification Methods With Arbitrary Interventional Distributions as Inputs pdf

Ilya Shpitser, Jaron J. R. Lee, Jaron J. R. Lee, 2020, ArXiv.

Auto-G-Computation of Causal Effects on a Network

Eric J. Tchetgen Tchetgen, Ilya Shpitser, Isabel R. Fulcher, 2017, Journal of the American Statistical Association.

Semiparametric Inference For Causal Effects In Graphical Models With Hidden Variables pdf

Ilya Shpitser, Razieh Nabi, Rohit Bhattacharya, 2020, ArXiv.

Disease Models, Part I: Graphical Models

Ilya Shpitser, I. Shpitser, 2010 .

Causal inference, social networks, and chain graphs.

Elizabeth L. Ogburn, Ilya Shpitser, Youjin Lee, 2018 .

Identity Uncertainty and Citation Matching

Stuart J. Russell, Bhaskara Marthi, Ilya Shpitser, 2002, NIPS.

Structure Learning Under Missing Data

Ilya Shpitser, Alexander Gain, I. Shpitser, 2018, PGM.

Minimax Kernel Machine Learning for a Class of Doubly Robust Functionals pdf

Ilya Shpitser, AmirEmad Ghassami, Eric Tchetgen Tchetgen, 2021, ArXiv.

Robustness in Deep Learning for Computer Vision: Mind the gap? pdf

Mathias Unberath, Ilya Shpitser, Nathan Drenkow, 2021, ArXiv.

The Proximal ID Algorithm pdf

Eric J. Tchetgen Tchetgen, Ilya Shpitser, Zach Wood-Doughty, 2021, ArXiv.

Multiply Robust Causal Mediation Analysis with Continuous Treatments pdf

Ilya Shpitser, AmirEmad Ghassami, Numair Sani, 2021, ArXiv.

Markov-Restricted Analysis of Randomized Trials with Non-Monotone Missing Binary Outcomes: Sensitivity Analysis and Identification Results

Ilya Shpitser, Daniel O. Scharfstein, Aidan McDermott, 2021, 2105.08868.

An Automated Approach to Causal Inference in Discrete Settings pdf

Ilya Shpitser, Noam Finkelstein, Dean Knox, 2021, CrimRxiv.

Partially Intervenable Causal Models pdf

Ilya Shpitser, AmirEmad Ghassami, 2021, ArXiv.

Proximal mediation analysis

Ilya Shpitser, Oliver Dukes, Eric J. Tchetgen Tchetgen, 2021, Biometrika.

Generating Synthetic Text Data to Evaluate Causal Inference Methods pdf

Mark Dredze, Ilya Shpitser, Zach Wood-Doughty, 2021, ArXiv.

Combining Experimental and Observational Data for Identification of Long-Term Causal Effects

Ilya Shpitser, AmirEmad Ghassami, Eric Tchetgen Tchetgen, 2022 .

Entropic Inequality Constraints from e-separation Relations in Directed Acyclic Graphs with Hidden Variables

Robert W. Spekkens, Ilya Shpitser, Noam Finkelstein, 2021, UAI.

Differentiable Causal Discovery Under Unmeasured Confounding

Tushar Nagarajan, Ilya Shpitser, Daniel Malinsky, 2021, AISTATS.

Proximal Causal Inference with Hidden Mediators: Front-Door and Related Mediation Problems

Ilya Shpitser, AmirEmad Ghassami, Eric Tchetgen Tchetgen, 2021 .

Semiparametric Estimation of Models for Natural Direct and Indirect E ¤ ects by

Eric J. Tchetgen Tchetgen, Ilya Shpitser, I. Shpitser, 2016 .

Using Big Data Analytics to Advance Precision Radiation Oncology.

Daniel A. Low, Zhi Cheng, Peijin Han, 2018, International journal of radiation oncology, biology, physics.

Semi-Parametric Causal Sufficient Dimension Reduction Of High Dimensional Treatments

Ilya Shpitser, Razieh Nabi, I. Shpitser, 2017 .

Semiparametric Theory for Causal Mediation Analysis: efficiency bounds, multiple robustness, and sensitivity analysis.

Ilya Shpitser, Eric J Tchetgen Tchetgen, I. Shpitser, 2012, Annals of statistics.

Quantifying an Adherence Path-Specific Effect of Antiretroviral Therapy in the Nigeria PEPFAR Program

Ilya Shpitser, Seema Meloni, Phyllis Kanki, 2014, Journal of the American Statistical Association.

Parameter and Structure Learning in Nested Markov Models

James M. Robins, Ilya Shpitser, Thomas S. Richardson, 2012, 1207.5058.

Counterexamples to "The Blessings of Multiple Causes" by Wang and Blei

Eric J. Tchetgen Tchetgen, Elizabeth L. Ogburn, Ilya Shpitser, 2020 .

Detecting the presence and absence of causal relationships between expression of yeast genes with very few samples.

Eleazar Eskin, Ilya Shpitser, Chun Ye, 2010, Journal of computational biology : a journal of computational molecular cell biology.

Rejoinder: To Weight or Not to Weight? On the Relation Between Inverse-probability Weighting and Principal Stratification for Truncation by Death

Ilya Shpitser, Jennifer Weuve, M. Glymour, 2012 .

Modeling Interference Via Symmetric Treatment Decomposition

Ilya Shpitser, Eric Tchetgen Tchetgen, I. Shpitser, 2017, 1709.01050.