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Publications by Ilya Shpitser

Counterfactual Graphical Models for Longitudinal Mediation Analysis With Unobserved Confounding

Cognitive Science
Cognitive PsychologyExperimentalArtificial IntelligenceCognitive Neuroscience
2013English

A Complete Graphical Criterion for the Adjustment Formula in Mediation Analysis

International Journal of Biostatistics
MedicineUncertaintyStatisticsProbability
2011English

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A Class of Distribution-Free Models for Longitudinal Mediation Analysis

Psychometrika
Applied MathematicsPsychology
2013English

Bounding Counterfactual Demand With Unobserved Heterogeneity and Endogenous Expenditures

Journal of Econometrics
Philosophy of ScienceApplied MathematicsEconomicsEconometricsHistory
2019English

Testing the Hypothesis of Absence of Unobserved Confounding in Semiparametric Bivariate Probit Models

Computational Statistics
Computational MathematicsStatisticsUncertaintyProbability
2013English

Operations for Learning With Graphical Models

Journal of Artificial Intelligence Research
Artificial Intelligence
1994English

Graphical Diagnostics for Occupancy Models With Imperfect Detection

Methods in Ecology and Evolution
Ecological ModelingEcologySystematicsEvolutionBehavior
2017English

Improving Counterfactual Reasoning With Kernelised Dynamic Mixing Models

PLoS ONE
Multidisciplinary
2018English

Dental Flossing and Automaticity: A Longitudinal Moderated Mediation Analysis

Psychology, Health and Medicine
PsychiatryClinical PsychologyMental HealthApplied Psychology
2017English

Simulating From Marginal Structural Models With Time-Dependent Confounding

Statistics in Medicine
EpidemiologyStatisticsProbability
2012English

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