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Ilya Shpitser, Ph.D. - Publications

Affiliations: 
2008 University of California, Los Angeles, Los Angeles, CA 
Area:
artificial intelligence and knowledge representation; probabilistic and causal reasoning; nonstandard logics; learning strategies
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18 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2020 Miles BCH, Shpitser I, Kanki P, Meloni S, Tchetgen EJT. On semiparametric estimation of a path-specific effect in the presence of mediator-outcome confounding. Biometrika. 107: 159-172. PMID 33390591 DOI: 10.1093/Biomet/Asz063  0.328
2019 Fulcher IR, Shpitser I, Marealle S, Tchetgen Tchetgen EJ. 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. DOI: 10.1111/Rssb.12345  0.312
2017 Miles CH, Shpitser I, Kanki P, Meloni S, Tchetgen EJT. Quantifying an Adherence Path-Specific Effect of Antiretroviral Therapy in the Nigeria PEPFAR Program. Journal of the American Statistical Association. 112: 1443-1452. PMID 32042214 DOI: 10.1080/01621459.2017.1295862  0.31
2016 Shpitser I, Tchetgen ET. CAUSAL INFERENCE WITH A GRAPHICAL HIERARCHY OF INTERVENTIONS. Annals of Statistics. 44: 2433-2466. PMID 28919652 DOI: 10.1214/15-Aos1411  0.342
2015 Shpitser I, Mohan K, Pearl J. Missing data as a causal and probabilistic problem Uncertainty in Artificial Intelligence - Proceedings of the 31st Conference, Uai 2015. 802-811.  0.401
2014 Tchetgen EJT, Shpitser I. Estimation of a semiparametric natural direct effect model incorporating baseline covariates Biometrika. 101: 849-864. PMID 25892739 DOI: 10.1093/Biomet/Asu044  0.329
2014 Shpitser I, Evans RJ, Richardson TS, Robins JM. Introduction to Nested Markov Models Behaviormetrika. 41: 3-39. DOI: 10.2333/Bhmk.41.3  0.316
2013 Shpitser I. Counterfactual graphical models for longitudinal mediation analysis with unobserved confounding. Cognitive Science. 37: 1011-35. PMID 23899340 DOI: 10.1111/Cogs.12058  0.319
2012 Tchetgen EJ, Shpitser I. Semiparametric Theory for Causal Mediation Analysis: efficiency bounds, multiple robustness, and sensitivity analysis. Annals of Statistics. 40: 1816-1845. PMID 26770002 DOI: 10.1214/12-Aos990  0.318
2011 VanderWeele TJ, Shpitser I. A new criterion for confounder selection. Biometrics. 67: 1406-13. PMID 21627630 DOI: 10.1111/J.1541-0420.2011.01619.X  0.313
2011 Shpitser I, VanderWeele TJ. A complete graphical criterion for the adjustment formula in mediation analysis. The International Journal of Biostatistics. 7: 16. PMID 21556286 DOI: 10.2202/1557-4679.1297  0.343
2009 Shpitser I, Pearl J. Effects of treatment on the treated: Identification and generalization Proceedings of the 25th Conference On Uncertainty in Artificial Intelligence, Uai 2009. 514-521.  0.393
2008 Shpitser I, Pearl J. Complete identification methods for the causal hierarchy Journal of Machine Learning Research. 9: 1941-1979.  0.392
2008 Shpitser I, Pearl J. Dormant independence Proceedings of the National Conference On Artificial Intelligence. 2: 1081-1087.  0.39
2007 Shpitser I, Pearl J. What counterfactuals can be tested Proceedings of the 23rd Conference On Uncertainty in Artificial Intelligence, Uai 2007. 352-359.  0.348
2006 Shpitser I, Pearl J. Identification of joint interventional distributions in recursive semi-Markovian causal models Proceedings of the National Conference On Artificial Intelligence. 2: 1219-1226.  0.477
2006 Shpitser I, Pearl J. Identification of conditional interventional distributions Proceedings of the 22nd Conference On Uncertainty in Artificial Intelligence, Uai 2006. 437-444.  0.45
2005 Avin C, Shpitser I, Pearl J. Identifiability of path-specific effects Ijcai International Joint Conference On Artificial Intelligence. 357-363.  0.459
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