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MFPCA: Multiscale Functional Principal Component Analysis

We consider the problem of performing dimension reduction on heteroscedastic functional data where the variance is in different scales over entire domain. The aim of this paper is to propose a novel multiscale functional principal component analysis (MFPCA) approach to address such heteroscedastic i...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:Proc AAAI Conf Artif Intell
Prif Awduron: Lin, Zhenhua, Zhu, Hongtu
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: 2019
Pynciau:
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC6724544/
https://ncbi.nlm.nih.gov/pubmed/31485380
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1609/aaai.v33i01.33014320
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