Ontology highlight
ABSTRACT:
SUBMITTER: Li Y
PROVIDER: S-EPMC2915777 | biostudies-literature | 2010 Jun
REPOSITORIES: biostudies-literature
Li Yehua Y Wang Naisyin N Carroll Raymond J RJ
Journal of the American Statistical Association 20100601 490
We introduce a new class of functional generalized linear models, where the response is a scalar and some of the covariates are functional. We assume that the response depends on multiple covariates, a finite number of latent features in the functional predictor, and interaction between the two. To achieve parsimony, the interaction between the multiple covariates and the functional predictor is modeled semiparametrically with a single-index structure. We propose a two step estimation procedure ...[more]