Principal components transform-partial least squares: A novel method to accelerate cross-validation in PLS regression

Chemometrics and Intelligent Laboratory Systems

Volumn 73, Issue 2, 2004, Pages 245-255

  Barros, António S ^a   Rutledge, Douglas N ^b  

^a UNIVERSITY OF AVEIRO   (Portugal)

^b AGROPARISTECH   (France)

Author keywords

Cross validation; PCT PLS; PLS

Indexed keywords

ANALYTIC METHOD; ARTICLE; CALCULATION; CALIBRATION; DECOMPOSITION; FEASIBILITY STUDY; MATHEMATICAL ANALYSIS; MATHEMATICAL MODEL; MEMORY; PARSIMONY ANALYSIS; PRIORITY JOURNAL; REGRESSION ANALYSIS;

EID: 4644271778     PISSN: 01697439     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.chemolab.2004.03.007     Document Type: Article

References (35)

1. Massart D.L., Vandeginste B.G.M., Buydens L.M.C, de Jong S., Lewi P.J., Smeyers-Verbeke J. Handbook of Chemometrics and Qualimetrics: Part A. 2003;Elsevier, Amsterdam, The Netherlands
2. Wold S., Martens H., Wold H. Ruhe A., Kägström B. Lecture Notes in Mathematics 1983. Proceedings of the Conference Matrix Pencils, March 1982. 1983;286-293 Springer Verlag, Heidelberg
3. Martens H., Naes T. Multivariate Calibration. 2nd ed.:1994;Wiley, Chichester
4. Wold S., Trygg J., Berglund A., Antti H. Chemom. Intell. Lab. Syst. 58:2001;131-150
5. Wold S., Sjöström M., Eriksson L. Chemom. Intell. Lab. Syst. 58:2001;109-130
6. Martens H. Chemom. Intell. Lab. Syst. 58:2001;85-95
7. Manne R. Chemom. Intell. Lab. Syst. 2:1987;187-197
8. Wold S. Technometrics. 20:1978;397-406
9. Rutledge D.N., Barros A.S., Giangiacomo R. Belton P., Delgadillo I., Gil A.M., Webb G.A. Advances in Magnetic Resonance in Food Science. 2001;179-192 The Royal Society of Chemistry, Cambridge
10. Barros A.S., Safar M., Devaux M.F., Robert P., Bertrand D., Rutledge D.N. Appl. Spectrosc. 51:1997;1384-1393
11. Di Natale C., Zude-Sasse M., Macagnano A., Paolesse R., Herold B., D'Amico A. Anal. Chim. Acta. 459:2002;107-117
12. Barros A.S., Mafra I., Ferreira D., Cardoso S., Reis A., Lopes da Silva J.A., Delgadillo I., Rutledge D.N., Coimbra M.A. Carbohydr. Polym. 50:2002;85-94
13. Lopes M.H., Barros A.S., Pascoal Neto C., Rutledge D., Delgadillo I., Gil A.M. Biopolymers (Biospectroscopy). 62:2001;268-277
14. Lindgren F., Geladi P., Wold S. J. Chemom. 7:1993;45-59
15. Rännar S.G.P., Lindgren F., Wold S. J. Chemom. 9:1995;459-470
16. Dayal B.D., MacGregor J.F. J. Chemom. 11:1997;73-85
17. Janné K., Petterson J., Lindberg N.O., Lundstedt T. J. Chemom. 15:2001;203-213
18. Berglund A., Wold S. J. Chemom. 13:1999;461-471
19. Westerhuis J.A., Kourti T., MacGregor J.F. J. Chemom. 12:1998;301-321
20. Wold S., Kettaneh N., Tjessem K. J. Chemom. 10:1996;463-482
21. Wold S., Berglund A., Kettaneh N. J. Chemom. 16:2002;377-386
22. De Jong S. Chemom. Intell. Lab. Syst. 18:1993;251-263
23. Wu W., Manne R. Chemom. Intell. Lab. Syst. 51:2000;145-161
24. Wu W., Massart D.L., De Jong S. Chemom. Intell. Lab. Syst. 36:1997;165-172
25. Wu W., Massart D.L., De Jong S. Chemom. Intell. Lab. Syst. 37:1997;271-280
26. Forsythe G.E., Michael A., Moler C.B. Computer Methods for Mathematical Computations. 1977;Prentice-Hall, Englewood Cliffs, NJ
27. Wold S., Geladi P., Esbensen K., Öhman J.J. J. Chemom. 1:1987;41-56
28. Miyashita Y., Itozawa T., Katsumi H., Sasaki S.I. J. Chemom. 4:1990;97-100
29. Helland I.S. Commun. Stat., Simul. 17:1988;581-607
30. Helland I.S. Scand. J. Statist. 17:1990;97-114
31. de Jong S., Wise B.M., Ricker N.L. J. Chemom. 15:2001;85-100
32. Kalivas J.H. Chemom. Intell. Lab. Syst. 37:1997;225-259
33. Savitsky A., Golay M.J.E. Anal. Chem. 36:1964;1627-1638
34. Lopes M.H., Barros A.S., Pascoal Neto C., Rutledge D.N., Delgadillo I., Gil A.M. Biopolymers (Biospectroscopy). 62:2001;268-277
35. Rutledge D.N., Barros A.S., Delgadillo I. Anal. Chim. Acta. 446:2001;279-294