Generalized multilevel function-on-scalar regression and principal component analysis

This manuscript considers regression models for generalized, multilevel functional responses: functions are generalized in that they follow an exponential family distribution and multilevel in that they are clustered within groups or subjects. This data structure is increasingly common across scient...

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Bibliographic Details
Published in:	Biometrics Vol. 71; no. 2; pp. 344 - 353
Main Authors:	Goldsmith, Jeff, Zipunnikov, Vadim, Schrack, Jennifer
Format:	Journal Article
Language:	English
Published:	United States Blackwell Publishing Ltd 01.06.2015 International Biometric Society
Subjects:	Accelerometry Accelerometry - statistics & numerical data age Aged Aged, 80 and over Aging - physiology Bayes Theorem Bayesian inference Biometry body mass index Computer Simulation data collection DISCUSSION PAPER Female Generalized functional data Generalized linear models Hamiltonian Monte Carlo Humans Linear Models Male Middle Aged Models, Statistical Monte Carlo Method Motor Activity Penalized splines physical activity Principal Component Analysis Principal components analysis probability Regression Analysis Penalized splines Hamiltonian Monte Carlo Bayesian inference Generalized functional data Accelerometry
ISSN:	0006-341X, 1541-0420, 1541-0420
Online Access:	Get full text
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