Model validation by permutation tests: Applications to variable selection

Journal of Chemometrics

Volumn 10, Issue 5-6, 1996, Pages 521-532

  Lindgren, Fredrik ^a   Hansen, Björn ^a   Karcher, Walter ^a   Sjöström, Michael ^b   Eriksson, Lennart ^c  

^a JOINT RESEARCH CENTRE   (Italy)

^b UMEÅ UNIVERSITY   (Sweden)

^c Umetri AB   (Sweden)

Author keywords

GOLPE; IVS PLS; MUSEUM; Permutation; Variable selection; VIP

Indexed keywords

MUSEUMS;

GOLPE; IVS-PLS; MODEL VALIDATION; PERMUTATION; PERMUTATION TESTS; REGRESSION MODELLING; SELECTION TECHNIQUES; TEST APPLICATIONS; VARIABLES SELECTIONS; VIP;

REGRESSION ANALYSIS;

EID: 0000174867     PISSN: 08869383     EISSN: None     Source Type: Journal    
DOI: 10.1002/(sici)1099-128x(199609)10:5/6<521::aid-cem448>3.0.co;2-j     Document Type: Article

References (27)

1. M. Stone, J. R. Stat. Soc. B, 36, 111-133 (1974).
2. S. Geisser, Biometrika, 61, 101-107 (1974).
3. S. Wold, Technometrics, 20, 379-406 (1978).
4. C. Leger, D. N. Politis and J. P. Romano, Technometrics, 34, 378-398 (1992).
5. M. Clark and R. D. Cramer III, Quant. Struct.-Act. Relat. 12, 137-145 (1993).
6. A. Walf and J. Wolfowitz, Ann. Math. Stat. 15, 358-372 (1944).
7. W. Hoeffding, Ann. Math. Stat. 23, 169-192 (1952).
8. E. S. Edgington, Statistics: Textbooks and Monographs, No. 77, Randomization Tests, 2nd edn, Marcel Dekker, New York (1987).
9. R. L. Schmoyer, J. Am. Stat. Assoc. 89, 1507-1516 (1994).
10. I. N. Wakeling, M. M. Raats and H. J. H. MacFie, J. Sens. Stud. 7, 91-96 (1992).
11. M. Baroni, S. Clementi, G. Cruciani, G. Costantino, D. Riganelli and E. Oberrrauch, J. Chemometrics, 6, 347-356 (1992).
12. M. Baroni, G. Costantino, G. Cruciani, D. Riganelli, R. Valigi and S. Clementi, Quant. Struct.-Act. Relat. 12, 9-20 (1993).
13. H. Kubinyi, Quant. Struct.-Act. Relat. 13, 985-294 (1994).
14. H. Kubinyi, Quant. Struct.-Act. Relat. 13, 393-401 (1994).
15. F. Lindgren, P. Geladi, S. Rannar and S. Wold, J. Chemometrics, 8, 349-363 (1994).
16. F. Lindgren, P. Geladi, A. Berglund, M. Sjöström and S. Wold, J. Chemometrics, 9, 331-342 (1995).
17. S. Wold, in Methods and Principles in Medicinal Chemistry, Vol. 2, Chemometric Methods in Molecular Design, ed. by H. van de Waterbeemd, pp. 195-218, Chemie, Weinheim (1994).
18. R. Leardi, J. Med. Chem. 33, 136-142 (1994).
19. D. L. Selwood, D. J. Livingstone, J. C. W. Comely, A. B. O'Dowd, A. T. Hudson, P. Jackson, K. S. Jandu, V. S. Rose and J. N. Stables, J. Med. Chem. 33, 136-142 (1990).
20. H. Martens and T. Naes, Multivariate Calibration, Wiley, Chichester (1989).
21. S. Wold, A. Ruhe, H. Wold and W. J. Dunn III, SIAM J. Sci. Stat. Comput. 5, 735-743 (1984).
22. S. Wold, C. Albano, W. J. Dunn III, U. Edlund, K. Esbensen, P. Geladi, S. Hellberg, E. Johansson, W. Lindberg and M. Sjöström, in Chemometrics, Mathematics and Statistics in Chemistry, ed. B. R. Kowalski, pp. 17-19, Reidel, Dordrecht (1984).
23. A. Höskuldsson, J. Chemometrics, 2, 211-228 (1988).
24. I. N. Wakeling and J. J. Morris, J. Chemometrics, 7, 291-304 (1993).
25. L. Eriksson and S. Wold, in Methods and Principles in Medicinal Chemistry, Vol. 2, Chemometric Methods in Molecular Design, ed. by H. van de Waterbeemd, pp. 309-318, Verlag Chemie, Weinheim (1995).
26. SIMCA-P Software Manual, Umetri AB (1994).
27. MATLAB Software User's Guide, The MathWorks Inc., Natick, MA (1992).