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1. Modeling and Prediction of Multiple Correlated Functional Outcomes

Author:
Soiaporn, Kunlaya,   et al.   ; Cao, Jiguo; Carroll, Raymond J.; Ruppert, David;     Show all 4 Authors
Source:
Journal of agricultural, biological, and environmental statistics 2019 v.24 no.1 pp. 112-129
ISSN:
1085-7117
Subject:
algorithms; image analysis; models; patients; prediction; sclerosis
Abstract:
... We propose a copula-based approach for analyzing functional data with correlated multiple functional outcomes exhibiting heterogeneous shape characteristics. To accommodate the possibly large number of parameters due to having several functional outcomes, parameter estimation is performed in two steps: first, the parameters for the marginal distributions are estimated using the skew t family, and ...
DOI:
10.1007/s13253-018-00344-0
PubMed:
30956522
PubMed Central:
PMC6447061