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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...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: Westreich, Daniel, Lessler, Justin, Funk, Michele Jonsson
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2010
Schlagworte:
Online Zugang: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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