PARTIAL LEAST-SQUARES REGRESSION - A TUTORIAL

PARTIAL LEAST-SQUARES REGRESSION - A TUTORIAL
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DOI:
10.1016/0003-2670(86)80028-9
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发表时间:
1986-07-31
影响因子:
6.2
通讯作者:
KOWALSKI, BR
KOWALSKI, BR
中科院分区:
化学1区
文献类型:
--
作者:
GELADI, P;KOWALSKI, BR

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提供了偏最小二乘回归方法的教程。概述了其他一些回归方法的不足之处,并发展了偏最小二乘法作为对这些缺点的弥补。给出了一种预测偏最小二乘的算法,并给出了一些实用的使用提示。
A tutorial on the partial least-squares (PLS) regression method is provided. Weak points in some other regression methods are outlined and PLS is developed as a remedy for those weaknesses. An algorithm for a predictive PLS and some practical hints for its use are given.