New method for spectral data classification: Two-way moving window principal component analysis

Applied Spectroscopy

Volumn 60, Issue 8, 2006, Pages 884-891

  Shinzawa, Hideyuki ^a,b   Morita, Shigeaki ^b   Ozaki, Yukihiro ^b   Tsenkova, Roumiana ^a  

^a KOBE UNIVERSITY   (Japan)

^b KWANSEI GAKUIN UNIVERSITY   (Japan)

Author keywords

Classification; Diagnosis; Mastitis; Multicollinearity; TMWPCA; Two way moving principal component analysis; Vis NIR spectroscopy

Indexed keywords

DATA REDUCTION; DIAGNOSIS; FUNCTION EVALUATION; INDEXING (MATERIALS WORKING); MATHEMATICAL MODELS; NONDESTRUCTIVE EXAMINATION;

CLASSIFICATIONS; MULTICOLLINEARITY; TMWPCA; TWO-WAY MOVING PRINCIPAL COMPONENT ANALYSIS; VIS-NIR SPECTROSCOPY;

CLASSIFICATION (OF INFORMATION);

EID: 33748286682     PISSN: 00037028     EISSN: None     Source Type: Journal    
DOI: 10.1366/000370206778062020     Document Type: Conference Paper

References (26)

1. T. Næs, T. Isaksson, T. Fearn, and T. Davies, A User-Friendly Guide to Multivariate Calibration and Classification (NIR publications, Chichester, 2002).
2. B. G. M. Vandeginste, D. L. Massart, L. M. C. Buydens, S. De Jong, P. J. Lewi, and J. Smeyers-Verbeke, Handbook of Chemometrics and Qualimetrics (Elsevier, Amsterdam, 1998).
3. H. J. B. Birks, Chemom. Intell. Lab. Syst. 2, 15 (1987).
4. M. Mellinger, Chemom. Intell. Lab. Syst. 2, 29 (1987).
5. G. J. McLachlan, Discriminant Analysis and Statistical Pattern Recognition (John Wiley and Sons, New York, 1992).
6. W. J. Krzanowski, J. Chemom. 9, 509 (1995).
7. R. Todeschini, Chemom. Intell. Lab. Syst. 6, 213 (1989).
8. T. B. Blank and S. D. Brown, J. Chemom. 8, 391 (1994).
9. J.-H. Jiang, J.-H. Wang, X. Chu, and R.-Q. Yu, J. Chemom. 10, 281 (1996).
10. X. H. Song, P. K. Hopke, D. P. Fergenson, and K. A. Prather, Anal. Chem. 71, 860 (1999).
11. V. Vapnik, Statistical Learning Theory (John Wiley and Sons, New York, 1998).
12. S. Wold, K. Esbensen, and P. Geladi, Chemom. Intell. Lab. Syst. 2, 37 (1987).
13. K. R. Beebe, R. J. Pell, and M. B. Seasholtz, Chemometrics: A Practical Guide (John Wiley and Sons, New York, 1998).
14. S. Wold, Pattern Recogn. 8, 127 (1976).
15. O. V. Kvalheim, K. Oygard, and O. G. Nielsen, Anal. Chim. Acta 150, 145 (1987).
16. P. J. Gemperline, L. D. Webber, and F. O. Cox, Anal. Chem. 61, 138 (1989).
17. J.-H. Jiang, R. Tsenkova, Y. Wu, R.-Q. Yu, and Y. Ozaki, Appl. Spectrosc. 56, 488 (2002).
18. M. Kano, H. Ohno, S. Hasebe, and I. Hashimoto, Comput. Chem. Eng. 25, 1103 (2001).
19. M. Kano, K. Nagao, S. Hasebe, I. Hashimoto, H. Ohno, R. Strauss, and B. Bakshi, Comput. Chem. Eng. 24, 175 (2000).
20. M. Kano, K. Nagao, S. Hasebe, I. Hashimoto, H. Ohno, R. Strauss, and B. Bakshi, Comput. Chem. Eng. 26, 161 (2002).
21. J. E. P. Santos, R. L. A. Cerri, M. A. Ballou, G. E. Higginbotham, and J. H. Kirk, Anim. Reprod. Sci. 80, 31 (2004).
22. R. Tsenkova, S. Atanassova, K. Toyoda, Y. Ozaki, K. Itoh, and T. Fearn, J. Dairy Sci. 82, 2344 (1999).
23. R. Tsenkova, S. Atanassova, K. Itoh, Y. Ozaki, and K. Toyoda, J. Anim. Sci. 78, 515 (2000).
24. J.-H. Jiang, R. J. Berry, H. W. Siesler, and Y. Ozaki, Anal. Chem. 74, 3555 (2002).
25. Y. P. Du, Y. Z. Liang, J. H. Jiang, R. J. Berry, and Y. Ozaki, Anal. Chem. Acta 50, 183 (2003).
26. A. Savitzky and M. J. E. Golay, Anal. Chem. 36, 1627 (1964).