A regression tree approach to identifying subgroups with differential treatment effects

Author:

Loh Wei-Yin1,He Xu2,Man Michael3

Affiliation:

1. Department of Statistics; University of Wisconsin; Madison WI 53706 U.S.A.

2. Academy of Mathematics and Systems Science; Chinese Academy of Sciences; Beijing China

3. Eli Lilly and Company; Indianapolis IN 46285 U.S.A.

Funder

National Science Foundation

Army Research Office

National Institutes of Health

Eli Lilly and Company

Publisher

Wiley

Subject

Statistics and Probability,Epidemiology

Reference41 articles.

1. Tree-structured prediction for censored survival data and the Cox model;Ciampi;Journal of Clinical Epidemiology,1995

2. Subgroup identification from randomized clinical trial data;Foster;Statistics in Medicine,2011

3. Subgroup identification based on differential effect search - a recursive partitioning method for establishing response to treatment in patient subpopulations;Lipkovich;Statistics in Medicine,2011

4. Randomized and non-randomized patients in clinical trials: experiences with comprehensive cohort studies;Schmoor;Statistics in Medicine,1996

5. Peters A Hothorn T Improved predictors 2012

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