Ontology highlight
ABSTRACT:
SUBMITTER: Kim JS
PROVIDER: S-EPMC5956967 | biostudies-literature | 2018
REPOSITORIES: biostudies-literature
Kim Janet S JS Staicu Ana-Maria AM Maity Arnab A Carroll Raymond J RJ Ruppert David D
Journal of computational and graphical statistics : a joint publication of American Statistical Association, Institute of Mathematical Statistics, Interface Foundation of North America 20170719 1
We study additive function-on-function regression where the mean response at a particular time point depends on the time point itself, as well as the entire covariate trajectory. We develop a computationally efficient estimation methodology based on a novel combination of spline bases with an eigenbasis to represent the trivariate kernel function. We discuss prediction of a new response trajectory, propose an inference procedure that accounts for total variability in the predicted response curve ...[more]