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Propensity score estimation: machine learning and classification methods as alternatives to logistic regression

OBJECTIVE: Propensity scores for the analysis of observational data are typically estimated using logistic regression. Our objective in this Review was to assess machine learning alternatives to logistic regression which may accomplish the same goals but with fewer assumptions or greater accuracy. S...

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Библиографические подробности
Главные авторы: Westreich, Daniel, Lessler, Justin, Funk, Michele Jonsson
Формат: Artigo
Язык:Inglês
Опубликовано: 2010
Предметы:
Online-ссылка:https://ncbi.nlm.nih.gov/pmc/articles/PMC2907172/
https://ncbi.nlm.nih.gov/pubmed/20630332
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.jclinepi.2009.11.020
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