Ilya Shpitser, Ph.D.
Affiliations: | 2008 | University of California, Los Angeles, Los Angeles, CA |
Area:
artificial intelligence and knowledge representation; probabilistic and causal reasoning; nonstandard logics; learning strategiesGoogle:
"Ilya Shpitser"Parents
Sign in to add mentor| Judea Pearl | grad student | 2008 | UCLA | |
| (Complete identification methods for causal inference.) | ||||
BETA: Related publications
See more...
Publications
|
You can help our author matching system! If you notice any publications incorrectly attributed to this author, please sign in and mark matches as correct or incorrect. |
| Miles BCH, Shpitser I, Kanki P, et al. (2020) On semiparametric estimation of a path-specific effect in the presence of mediator-outcome confounding. Biometrika. 107: 159-172 |
| Fulcher IR, Shpitser I, Marealle S, et al. (2019) Robust inference on population indirect causal effects: the generalized front door criterion Journal of the Royal Statistical Society: Series B (Statistical Methodology). 82: 199-214 |
| Miles CH, Shpitser I, Kanki P, et al. (2017) Quantifying an Adherence Path-Specific Effect of Antiretroviral Therapy in the Nigeria PEPFAR Program. Journal of the American Statistical Association. 112: 1443-1452 |
| Shpitser I, Tchetgen ET. (2016) CAUSAL INFERENCE WITH A GRAPHICAL HIERARCHY OF INTERVENTIONS. Annals of Statistics. 44: 2433-2466 |
| Shpitser I, Mohan K, Pearl J. (2015) Missing data as a causal and probabilistic problem Uncertainty in Artificial Intelligence - Proceedings of the 31st Conference, Uai 2015. 802-811 |
| Tchetgen EJT, Shpitser I. (2014) Estimation of a semiparametric natural direct effect model incorporating baseline covariates Biometrika. 101: 849-864 |
| Shpitser I, Evans RJ, Richardson TS, et al. (2014) Introduction to Nested Markov Models Behaviormetrika. 41: 3-39 |
| Shpitser I. (2013) Counterfactual graphical models for longitudinal mediation analysis with unobserved confounding. Cognitive Science. 37: 1011-35 |
| Tchetgen EJ, Shpitser I. (2012) Semiparametric Theory for Causal Mediation Analysis: efficiency bounds, multiple robustness, and sensitivity analysis. Annals of Statistics. 40: 1816-1845 |
| VanderWeele TJ, Shpitser I. (2011) A new criterion for confounder selection. Biometrics. 67: 1406-13 |