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Multilevel sparse functional principal component analysis

We consider analysis of sparsely sampled multilevel functional data, where the basic observational unit is a function and data have a natural hierarchy of basic units. An example is when functions are recorded at multiple visits for each subject. Multilevel functional principal component analysis (M...

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Main Authors: Di, Chongzhi, Crainiceanu, Ciprian M., Jank, Wolfgang S.
Format: Artigo
Jezik:Inglês
Izdano: 2014
Teme:
Online dostop:https://ncbi.nlm.nih.gov/pmc/articles/PMC4032817/
https://ncbi.nlm.nih.gov/pubmed/24872597
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/sta4.50
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