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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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Bibliographic Details
Published in:J Am Stat Assoc
Main Authors: Zhu, Hongtu, Shen, Dan, Peng, Xuewei, Liu, Leo Yufeng
Format: Artigo
Language:Inglês
Published: 2016
Subjects:
Online Access: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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