Two sides of the same coin: Kernel partial least-squares (KPLS) for linear and non-linear multivariate calibration. A tutorial

A tutorial is presented on the operation and properties of the non-linear multivariate regression model kernel partial least-squares (KPLS). After the discussion of a simple non-linear univariate problem, solved by regressing a dependent variable on the projection of an independent variable onto a s...

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Bibliographic Details
Main Authors: Franco Allegrini, Alejandro C. Olivieri
Format: Article
Language:English
Published: Elsevier 2023-08-01
Series:Talanta Open
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2666831923000553