An improved ensemble partial least squares for analysis of near-infrared spectra

Talanta

Volumn 94, Issue , 2012, Pages 301-307

  Hu, Yong ^a   Peng, Silong ^a   Peng, Jiangtao ^a   Wei, Jiping ^b  

^a INSTITUTE OF AUTOMATION   (China)

^b Food Research Institute of Tianshili Group   (China)

Author keywords

Bagging; Boosting; Creating diversity; Partial least squares; Quantitative analysis

Indexed keywords

CHEMICAL ANALYSIS; INFRARED DEVICES; MULTIVARIABLE SYSTEMS; NEAR INFRARED SPECTROSCOPY;

BAGGING; BIAS VARIANCE COVARIANCE DECOMPOSITION; BOOSTING; CREATING DIVERSITY; NEAR INFRARED SPECTRA; PARTIAL LEAST SQUARE (PLS); PARTIAL LEAST-SQUARES METHOD; REGRESSION ALGORITHMS;

LEAST SQUARES APPROXIMATIONS;

EID: 84861235432     PISSN: 00399140     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.talanta.2012.03.047     Document Type: Article

References (20)

1. S. Navea, R. Tauler, and A. de Juan Anal. Biochem. 336 2005 231 242
2. Y.K. Li, X.G. Shao, and W.S. Cai Talanta 72 2007 217 222
3. P. Geladi, D. MacDougall, and H. Martens Appl. Spectrosc. 39 1985 491 500
4. S. Wold, H. Antti, F. Lindgren, and J. Ohman Chemometr. Intell. Lab. Syst. 44 1998 175 185
5. D. Chen, B. Hu, X.G. Shao, and Q.D. Su Analyst 129 2004 664 669
6. S. Serneels, C. Croux, P. Filzmoser, and P.J. Van Espen Chemometr. Intell. Lab. Syst. 79 2005 55 64
7. M. Jing, W.S. Cai, and X.G. Shao Chemometr. Intell. Lab. Syst. 100 2010 22 27
8. L. Breiman Mach. Learn. J. 24 1996 123 140
9. K. Varmuza, P. He, and K.T. Fang J. Data Sci. 1 2003 391 404
10. M.H. Zhang, Q.S. Xu, and D.L. Massart Anal. Chem. 77 2005 1423 1431
11. X.G. Shao, X.H. Bian, and W.S. Cai Anal. Chim. Acta 666 2010 32 37
12. J.H. Friedman, T. Hastie, and R. Tibshirani Ann. Stat. 28 2000 337 407
13. Y.P. Zhou, C.B. Cai, S. Huan, J.H. Jiang, H.L. Wu, G.L. Shen, and R.Q. Yu Anal. Chim. Acta 593 2007 68 74
14. R.W. Lutz, M. Kalisch, and P. Buhlmann Comput. Stat. Data Anal. 52 2008 3331 3341
15. D. Chen, W.S. Cai, and X.G. Shao Anal. Chim. Acta 598 2007 19 26
16. R.E. Schapire Proceedings of the Tenth International Conference on Algorithmic Learning Theory 1999 13 25
17. T. Dietterich First International Workshop on Multiple Classifier Systems, Lecture Notes in Computer Science 2000 Springer-Verlag 1-15
18. G. Brown, and J.L. Wyatt J. Mach. Learn. Res. 6 2005 1621 1650
19. N.V. Chawla, K.W. Bowyer, L.O. Hall, and W.P. Kegelmeyer J. Artif. Intell. Res. 16 2002 321 357
20. X. Liu, W.C. Lu, S.L. Jin, Y.W. Li, and N.Y. Chen Chemometr. Intell. Lab. Syst. 82 2006 8 14