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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...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:J Am Stat Assoc
Prif Awduron: Zhu, Hongtu, Shen, Dan, Peng, Xuewei, Liu, Leo Yufeng
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: 2016
Pynciau:
Mynediad Ar-lein: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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