PLS regression methods

被引:283
作者
Höskuldsson, Agnar [1 ]
机构
[1] The Engineering Academy of Denmark, DIAM, Building 358, Lyngby,2800, Denmark
关键词
Decomposition - Least squares approximations - Regression analysis;
D O I
10.1002/cem.1180020306
中图分类号
学科分类号
摘要
In this paper we develop the mathematical and statistical structure of PLS regression. We show the PLS regression algorithm and how it can be interpreted in model building. The basic mathematical principles that lie behind two block PLS are depicted. We also show the statistical aspects of the PLS method when it is used for model building. Finally we show the structure of the PLS decompositions of the data matrices involved. Copyright © 1988 John Wiley & Sons, Ltd.
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页码:211 / 228
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