DOI: 10.1002/cem.1180060605. Predictive ability of regression models. Part II: Selection of the best predictive PLS model

Predictive ability of regression models. Part II: Selection of the best predictive PLS model

10.1002/cem.1180060605

Crossref journal-article

Wiley

Journal of Chemometrics (311)

Abstract

AbstractA procedure called GOLPE is suggested in order to detect those variables which increase the predictivity of PLS models. The procedure is based on evaluating the predictive power of a number of PLS models built by different combinations of variables selected according to a factorial design strategy. Examples are given of the efficiency of this variable selection procedure, which shows how these predictive PLS models are better than those obtained by all variables and better than the corresponding ordinary regression models.

Bibliography

Baroni, M., Clementi, S., Cruciani, G., Costantino, G., Riganelli, D., & Oberrauch, E. (1992). Predictive ability of regression models. Part II: Selection of the best predictive PLS model. Journal of Chemometrics, 6(6), 347â356. Portico.

Authors 6

Massimo Baroni (first)
Sergio Clementi (additional)
Gabriele Cruciani (additional)
Gabriele Costantino (additional)
Daniela Riganelli (additional)
Ermanno Oberrauch (additional)

References 22 Referenced 107

10.1002/cem.1180060604
10.1021/ci00037a002
10.1137/0905052
10.1007/978-94-017-1026-8_2
10.1016/S0003-2670(00)86304-7
10.1021/jm00390a003
10.1002/qsar.19900090205
10.1016/0169-7439(90)80096-O
S.Wold andN.Kettaneh‐Wold personal communication to S. C. (1989).
10.1016/S0003-2670(00)86294-7
10.1021/jm00207a015
{'issue': '6', 'key': 'e_1_2_1_13_2', 'first-page': '19', 'volume': '7', 'author': 'Clementi S.', 'year': '1989', 'journal-title': 'Chim. Oggi'} / Chim. Oggi by Clementi S. (1989)
{'key': 'e_1_2_1_14_2', 'first-page': '936', 'volume': '72', 'author': 'Clementi S.', 'year': '1990', 'journal-title': 'Chim. Ind.'} / Chim. Ind. by Clementi S. (1990)
10.1111/j.1399-3011.1991.tb00756.x
10.1021/es00016a014
{'key': 'e_1_2_1_17_2', 'first-page': '78', 'volume': '70', 'author': 'Clementi S.', 'year': '1988', 'journal-title': 'Chim. Ind.'} / Chim. Ind. by Clementi S. (1988)
{'key': 'e_1_2_1_18_2', 'first-page': '132', 'volume-title': 'Designing for Quality', 'author': 'Locyner R. H.', 'year': '1990'} / Designing for Quality by Locyner R. H. (1990)
{'key': 'e_1_2_1_19_2', 'volume-title': 'Applied Regression Analysis', 'author': 'Draper N. R.', 'year': '1981'} / Applied Regression Analysis by Draper N. R. (1981)
10.2307/2348045
10.1016/0169-7439(89)80012-7
M.Baroni G.Costantino G.Cruciani D.Riganelli R.ValigiandS.Clementi Quant. Struct.‐Act. Relat.in press.
S.Clementi D.Bonelli G.Giulietti M.Baroni M.BertuccioliandI.Rosi Chim. Ind.submitted.

Dates

Type	When
Created	20 years, 3 months ago (May 28, 2005, 8:52 p.m.)
Deposited	1 year, 9 months ago (Nov. 20, 2023, 11:13 p.m.)
Indexed	1 month, 4 weeks ago (July 3, 2025, 6:44 a.m.)
Issued	32 years, 10 months ago (Nov. 1, 1992)
Published	32 years, 10 months ago (Nov. 1, 1992)
Published Online	20 years, 5 months ago (March 30, 2005)
Published Print	32 years, 10 months ago (Nov. 1, 1992)

Funders 0

None

BibTeX

@article{Baroni_1992, title={Predictive ability of regression models. Part II: Selection of the best predictive PLS model}, volume={6}, ISSN={1099-128X}, url={http://dx.doi.org/10.1002/cem.1180060605}, DOI={10.1002/cem.1180060605}, number={6}, journal={Journal of Chemometrics}, publisher={Wiley}, author={Baroni, Massimo and Clementi, Sergio and Cruciani, Gabriele and Costantino, Gabriele and Riganelli, Daniela and Oberrauch, Ermanno}, year={1992}, month=nov, pages={347–356} }

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