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MWPCR: Multiscale Weighted Principal Component Regression for High-dimensional Prediction

We propose a multiscale weighted principal component regression (MWPCR) framework for the use of high dimensional features with strong spatial features (e.g., smoothness and correlation) to predict an outcome variable, such as disease status. This development is motivated by identifying imaging biom...

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Detalles Bibliográficos
Publicado en:J Am Stat Assoc
Main Authors: Zhu, Hongtu, Shen, Dan, Peng, Xuewei, Liu, Leo Yufeng
Formato: Artigo
Idioma:Inglês
Publicado: 2016
Assuntos:
Acceso en liña:https://ncbi.nlm.nih.gov/pmc/articles/PMC5693262/
https://ncbi.nlm.nih.gov/pubmed/29151657
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/01621459.2016.1261710
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