Works (1)
Updated: July 5th, 2023 15:41
2014 journal article
On optimal treatment regimes selection for mean survival time
STATISTICS IN MEDICINE, 34(7), 1169–1184.
author keywords: adaptive LASSO; censored regression; mean survival time; optimal treatment regime; variable selection
MeSH headings : Acquired Immunodeficiency Syndrome / drug therapy; Acquired Immunodeficiency Syndrome / mortality; Anti-HIV Agents / administration & dosage; Biostatistics / methods; Clinical Trials as Topic / statistics & numerical data; Computer Simulation; Humans; Kaplan-Meier Estimate; Least-Squares Analysis; Models, Statistical; Precision Medicine / methods; Precision Medicine / statistics & numerical data; Regression Analysis; Statistics, Nonparametric; Survival Rate
TL;DR:
This paper proposes a robust loss‐based estimation framework that can be easily coupled with shrinkage penalties for both estimation of optimal treatment regimes and variable selection, and a model‐free estimator of restricted mean survival time under the derived optimal treatment regime is developed.
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Added: August 6, 2018
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