PLS-regression: a basic tool of chemometrics

2001/10/01 by Svante Wold, Michael Sjöström, Michael Sjöstróm +1 · 8,614 citations
Chemistry · Engineering · #Advanced Chemical Sensor Technologies #Analytical Chemistry and Chromatography #Spectroscopy and Chemometric Analyses

paper · doi:10.1016/s0169-7439(01)00155-1

published in Chemometrics and Intelligent Laboratory Systems 58(2), 109-130 (Elsevier BV)

crossref issued 2001/10/01 · crossref published 2001/10/01 · crossref published-print 2001/10/01 · openalex publication_date 2001/10/01 · crossref created 2002/10/14 · crossref deposited 2019/05/01 · openalex created_date 2025/10/10 · openalex updated_date 2026/08/05 · crossref indexed 2026/08/06

Citations

• PLS regression methods
• Multivariate SPC Charts for Monitoring Batch Processes
• A PLS kernel algorithm for data sets with many variables and fewer objects. Part 1: Theory and algorithm
• A Statistical View of Some Chemometrics Regression Tools
• The kernel algorithm for PLS
• The Collinearity Problem in Linear Regression. The Partial Least Squares (PLS) Approach to Generalized Inverses

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• Partial least squares regression [wikipedia]