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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...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Prif Awduron: Westreich, Daniel, Lessler, Justin, Funk, Michele Jonsson
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: 2010
Pynciau:
Mynediad Ar-lein: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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