Wei-Yin Loh
University of Wisconsin, Madison

Regression Tree Models for Multi-response and Longitudinal Data

Two extensions to the GUIDE classification and regression tree algorithm will be presented. The first is prediction and modeling of multi-response, longitudinal, or functional data and the second is variable selection for identification of population subgroups for differential treatment effects in personalized medicine. The solutions can cope with large numbers of predictors and with missing observations.