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Optimal treatment regimes for competing risk data using doubly robust outcome weighted learning with bi-level variable selection

The goal of the optimal treatment regime is maximizing treatment benefits via personalized treatment assignments based on the observed patient and treatment characteristics. Parametric regression-based outcome learning approaches require exploring complex interplay between the outcome and treatment...

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Bibliographic Details
Published in:Comput Stat Data Anal
Main Authors: He, Yizeng, Kim, Soyoung, Kim, Mi-Ok, Saber, Wael, Ahn, Kwang Woo
Format: Artigo
Language:Inglês
Published: 2021
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC8117077/
https://ncbi.nlm.nih.gov/pubmed/33994608
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.csda.2021.107167
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