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Activity Number: 296 - SPEED: Biometrics - Methods and Application, Part 1
Type: Contributed
Date/Time: Tuesday, July 30, 2019 : 8:30 AM to 10:20 AM
Sponsor: Biometrics Section
Abstract #304610
Title: Estimating Optimal Treatment Regime to Maximize Restricted Mean Survival Time
Author(s): Sanhita Sengupta*
Companies: University of Minnesota
Keywords: Optimal treatment regime; Personalized medicine; Random survival forest; Restriced mean survival; Right censored
Abstract:

In a right-censored setting for a single stage decision, we look at treatment regimes which maximize restricted mean survival time. We propose an individualized treatment regime using the non-parametric approach of survival random forest. We derive a consistent estimator of the mean restricted survival time and also establish the convergence rate. We then proceed to do a few simulations and data analysis to verify the performance of our proposed method.


Authors who are presenting talks have a * after their name.

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