Ontology highlight
ABSTRACT:
SUBMITTER: McLean MW
PROVIDER: S-EPMC3982924 | biostudies-literature | 2014
REPOSITORIES: biostudies-literature
Journal of computational and graphical statistics : a joint publication of American Statistical Association, Institute of Mathematical Statistics, Interface Foundation of North America 20140101 1
We introduce the functional generalized additive model (FGAM), a novel regression model for association studies between a scalar response and a functional predictor. We model the link-transformed mean response as the integral with respect to <i>t</i> of <i>F</i>{<i>X</i>(<i>t</i>), <i>t</i>} where <i>F</i>(·,·) is an unknown regression function and <i>X</i>(<i>t</i>) is a functional covariate. Rather than having an additive model in a finite number of principal components as in Müller and Yao (2 ...[more]