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A SEMIPARAMETRIC MODELING APPROACH USING BAYESIAN ADDITIVE REGRESSION TREES WITH AN APPLICATION TO EVALUATE HETEROGENEOUS TREATMENT EFFECTS

Bayesian Additive Regression Trees (BART) is a flexible machine learning algorithm capable of capturing nonlinearities between an outcome and covariates and interactions among covariates. We extend BART to a semiparametric regression framework in which the conditional expectation of an outcome is a...

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Detaylı Bibliyografya
Yayımlandı:Ann Appl Stat
Asıl Yazarlar: Zeldow, Bret, Lo Re, Vincent, Roy, Jason
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: 2019
Konular:
Online Erişim:https://ncbi.nlm.nih.gov/pmc/articles/PMC7566884/
https://ncbi.nlm.nih.gov/pubmed/33072236
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/19-AOAS1266
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