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Improving propensity score weighting using machine learning

Machine learning techniques such as classification and regression trees (CART) have been suggested as promising alternatives to logistic regression for the estimation of propensity scores. The authors examined the performance of various CART-based propensity score models using simulated data. Hypoth...

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Bibliographic Details
Main Authors: Lee, Brian K., Lessler, Justin, Stuart, Elizabeth A.
Format: Artigo
Language:Inglês
Published: 2010
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC2807890/
https://ncbi.nlm.nih.gov/pubmed/19960510
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/sim.3782
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