A sparse partial least squares algorithm based on sure independence screening method

Partial least squares (PLS) regression is a dimension reduction method used in many areas of scientific discoveries. However, it has been shown that the consistency property of the PLS algorithm does not extend to cases with very large number of variables p and small number of samples n (i.e., p>...

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Bibliographic Details
Main Authors: Xu, X., Cheng, K. K., Deng, L., Dong, J.
Format: Article
Published: Elsevier B.V. 2017
Subjects:
Online Access:http://eprints.utm.my/id/eprint/75907/
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85030102045&doi=10.1016%2fj.chemolab.2017.09.011&partnerID=40&md5=750cd790f05fd955b23f17f42610d5ef
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