Sharpening the Rosenbaum Sensitivity Bounds to Address Concerns About Interactions Between Observed and Unobserved Covariates

DOI10.5705/ss.202020.0395OpenAlexW3131316364MaRDI QIDQ5072152

Siyu Heng, Dylan S. Small

Publication date: 25 April 2022

Published in: Statistica Sinica (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2004.00766

zbMATH Keywords

sensitivity analysismatchingobservational studiescausal inferencegene-environment interactioninteraction terms

Mathematics Subject Classification ID

Statistics (62-XX)

Uses Software

• evidenceFactors
• DOS

Cites Work

• Matching methods for causal inference: a review and a look forward
• On the application of probability theory to agricultural experiments. Essay on principles. Section 9. Translated from the Polish and edited by D. M. Dąbrowska and T. P. Speed
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• Amplification of Sensitivity Analysis in Matched Observational Studies
• Strong control of the familywise error rate in observational studies that discover effect modification by exploratory methods
• Sensitivity analysis for certain permutation inferences in matched observational studies
• Dual and simultaneous sensitivity analysis for matched pairs
• Integrating the evidence from evidence factors in observational studies
• Studentized Sensitivity Analysis for the Sample Average Treatment Effect in Paired Observational Studies
• Multivariate one-sided testing in matched observational studies as an adversarial game
• On Sensitivity Value of Pair-Matched Observational Studies
• Split Samples and Design Sensitivity in Observational Studies
• Calibrating Sensitivity Analyses to Observed Covariates in Observational Studies
• Design sensitivity in observational studies
• Full Matching in an Observational Study of Coaching for the SAT
• Selecting and Ranking Individualized Treatment Rules With Unmeasured Confounding
• Design of observational studies
• Observational studies.

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