Ontology highlight
ABSTRACT:
SUBMITTER: Reiss PT
PROVIDER: S-EPMC4912166 | biostudies-literature | 2015 Jun
REPOSITORIES: biostudies-literature
Reiss Philip T PT Huo Lan L Zhao Yihong Y Kelly Clare C Ogden R Todd RT
The annals of applied statistics 20150601 2
An increasingly important goal of psychiatry is the use of brain imaging data to develop predictive models. Here we present two contributions to statistical methodology for this purpose. First, we propose and compare a set of wavelet-domain procedures for fitting generalized linear models with scalar responses and image predictors: sparse variants of principal component regression and of partial least squares, and the elastic net. Second, we consider assessing the contribution of image predictor ...[more]