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Fast covariance estimation for sparse functional data

Smoothing of noisy sample covariances is an important component in functional data analysis. We propose a novel covariance smoothing method based on penalized splines and associated software. The proposed method is a bivariate spline smoother that is designed for covariance smoothing and can be used...

詳細記述

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書誌詳細
出版年:Stat Comput
主要な著者: Xiao, Luo, Li, Cai, Checkley, William, Crainiceanu, Ciprian
フォーマット: Artigo
言語:Inglês
出版事項: Springer US 2017
主題:
オンライン・アクセス:https://ncbi.nlm.nih.gov/pmc/articles/PMC5807553/
https://ncbi.nlm.nih.gov/pubmed/29449762
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/s11222-017-9744-8
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