Nonparametric bootstrap for propensity score matching estimators

DOI10.1016/j.spl.2024.110069MaRDI QIDQ6540915

Lorenzo Camponovo, Hugo Bodory, Martin Huber, Michael Lechner

Publication date: 17 May 2024

Published in: Statistics \& Probability Letters (Search for Journal in Brave)

zbMATH Keywords

nonparametric bootstrapinferencepropensity score matching estimators

Mathematics Subject Classification ID

Asymptotic properties of nonparametric inference (62G20) Nonparametric estimation (62G05) Sampling theory, sample surveys (62D05) Nonparametric tolerance and confidence regions (62G15)

Cites Work

• Jackknife, bootstrap and other resampling methods in regression analysis
• On the Failure of the Bootstrap for Matching Estimators
• The central role of the propensity score in observational studies for causal effects
• Matching on the Estimated Propensity Score
• A Martingale Representation for Matching Estimators
• Bias-Corrected Matching Estimators for Average Treatment Effects
• Large Sample Properties of Matching Estimators for Average Treatment Effects
• The Finite Sample Performance of Inference Methods for Propensity Score Matching and Weighting Estimators

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