Comparing different propensity score estimation methods for estimating the marginal causal effect through standardization to propensity scores

DOI10.1080/03610918.2017.1300267OpenAlexW2598608135MaRDI QIDQ5084764

Atieh Amouzegar, Ahad Alizadeh, Kazem Mohammad, Abbas Rahimiforoushani, Kamran Mehrabani-Zeinabad, Mohammad Ali Mansournia, Safoora Gharibzadeh

Publication date: 28 June 2022

Published in: Communications in Statistics - Simulation and Computation (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/03610918.2017.1300267

zbMATH Keywords

simulationdata miningrisk differencepropensity scoresstandardizationdata adaptive methods

Mathematics Subject Classification ID

Statistics (62-XX)

Uses Software

• S-PLUS
• gbm
• SuperLearner
• glmnet

Cites Work

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• Super Learning: An Application to the Prediction of HIV-1 Drug Resistance
• Super Learner
• Propensity score modeling strategies for the causal analysis of observational data
• Random forests

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