Partial least-squares regression: a tutorial
Publication type: Journal Article
Publication date: 1986-01-01
scimago Q1
wos Q1
SJR: 1.004
CiteScore: 10.4
Impact factor: 6.0
ISSN: 00032670, 18734324
Biochemistry
Spectroscopy
Analytical Chemistry
Environmental Chemistry
Abstract
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.
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Total citations:
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Citations from 2024:
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Geladi P., Kowalski B. R. Partial least-squares regression: a tutorial // Analytica Chimica Acta. 1986. Vol. 185. pp. 1-17.
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Geladi P., Kowalski B. R. Partial least-squares regression: a tutorial // Analytica Chimica Acta. 1986. Vol. 185. pp. 1-17.
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TY - JOUR
DO - 10.1016/0003-2670(86)80028-9
UR - https://doi.org/10.1016/0003-2670(86)80028-9
TI - Partial least-squares regression: a tutorial
T2 - Analytica Chimica Acta
AU - Geladi, Paul
AU - Kowalski, Bruce R
PY - 1986
DA - 1986/01/01
PB - Elsevier
SP - 1-17
VL - 185
SN - 0003-2670
SN - 1873-4324
ER -
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@article{1986_Geladi,
author = {Paul Geladi and Bruce R Kowalski},
title = {Partial least-squares regression: a tutorial},
journal = {Analytica Chimica Acta},
year = {1986},
volume = {185},
publisher = {Elsevier},
month = {jan},
url = {https://doi.org/10.1016/0003-2670(86)80028-9},
pages = {1--17},
doi = {10.1016/0003-2670(86)80028-9}
}