Discrimination of the geographical origin of Codonopsis pilosula using near infrared diffuse reflection spectroscopy coupled with random forests and k-nearest neighbor methods

Vibrational Spectroscopy

Volumn 62, Issue , 2012, Pages 17-22

  Li, Boxia ^a   Wei, Yuhui ^a   Duan, Haogang ^a   Xi, Lili ^a   Wu, Xinan ^a  

^a LANZHOU UNIVERSITY   (China)

Author keywords

Codonopsis pilosula; k Nearest neighbor; Near infrared spectroscopy; Random forests; Variable selection

Indexed keywords

ACCURACY RATE; CHEMOMETRICS; CLASSIFICATION MODELS; CODONOPSIS PILOSULA; DIFFUSE REFLECTION SPECTROSCOPY; FIRST DERIVATIVE; GEOGRAPHICAL ORIGINS; K-NEAREST NEIGHBOR METHOD; K-NEAREST NEIGHBORS; NEAR INFRARED; NIR SPECTRUM; PRINCIPLE COMPONENT ANALYSIS; RANDOM FORESTS; ROBUST CLASSIFICATION; SPECTRAL DIFFERENCES; TEST SAMPLES; TEST SETS; VARIABLE SELECTION; WAVE NUMBERS;

DECISION TREES; NEAR INFRARED SPECTROSCOPY; PRINCIPAL COMPONENT ANALYSIS;

INFRARED DEVICES;

EID: 84865660131     PISSN: 09242031     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.vibspec.2012.05.001     Document Type: Article

References (31)

1. Jiangsu New Medical University Dictionary of Chinese Traditional Medicine vol. 2 1996 1837 pp
2. Z.T. Wang, T.B. Ng, H.W. Yeung, and G.J. Xu Gen. Pharmacol. 27 8 1996 1347 1350
3. Y.U. Zhu Chinese Materia Medica, Chemistry, Pharmacology and Applications 1998 Harwood Academic Publishers Amsterdam
4. C.F. Qiao, Z.D. He, Q.B. Han, H.X. Xu, R.W. Jiang, S.L. Li, Y.B. Zhang, P.H. But, and P.C. Shaw J. Food Drug Anal. 15 2007 258
5. Q. Hu, T.S. Zhou, G. Hu, and Y.Z. Fang J. Pharm. Biomed. Anal. 30 2002 1047 1053
6. C.Y. Li, H.X. Xu, Q.B. Han, and T.S. Wu J. Chromatogr. A 1216 2009 2124 2129
7. H.W. Siesler, Y. Ozaki, S. Kawata, and H.M. Heise Near-Infrared Spectroscopy. Principles, Instruments, Applications 2002 Wiley-VCH Weinheim, Germany
8. I. Esteban-Diez, J.M. Gonzalez-saiz, and C. Pizarro Anal. Chim. Acta 514 2004 58
9. H. Rannou, and G. Downey Anal. Commun. 34 1997 401
10. Y.A. Woo, H.J. Kim, K.R. Ze, and H. Chung J. Pharm. Biomed. Anal. 36 2005 957
11. L. Wang, S.C. Frank Lee, and X.R. Wang LWT - Food Sci. Technol. 40 2007 83 88
12. J. Lu, B.R. Xiang, H. Liu, S.Y. Xiang, S.F. Xie, and H.S. Deng Spectrochim. Acta Part A: Mol. Biomol. Spectrosc. 69 2008 580
13. H.Y. Yu, X.Y. Niu, H.J. Lin, Y.B. Ying, B.B. Li, and X.X. Pan Food Chem. 113 2009 291 296
14. L. Breiman Random forests Mach. Learn. 45 2001 5 32 (Pubitemid 32933532)
15. M. Pardo, and G. Sberveglieri Sens. Actuators B 131 2008 93 99
16. P. Jan, D.B. Bernard, E.C.V. Niko, S. Roeland, D. Sven, D.B. Piet, and H. Willy Ecol. Model. 207 2007 304 318
17. X. Huang, W. Pan, S. Grindle, X. Han, Y. Chen, S.J. Park, L.W. Miller, and J. Hall BMC Bioinformatics 6 2005 205 210
18. B.L. Wu, T. Abbott, D. Fishman, W. McMurray, G. Mor, D. Ward, K. Williams, and H.Y. Zhao Bioinformatics 19 2003 1636 1643
19. A. Prinzie, and D. Van den Poel Expert Syst. Appl. 34 2008 1721 1732
20. R.S. Wang, Y.Q. Liu, J.L. Guo, W.R. Pang, and P. Zhang Chin. J. Pharm. Anal. 7 8 2007 1229 1231
21. M. Tigabu, and P.C. Odén J. Near Infrared Spectrosc. 10 2002 11 15
22. T. Naes, T. Isaksson, T. Fearn, and T. Davies A User-Friendly Guide to Multivariate Calibration and Classification 2002 NIR Publications 105 pp
23. Q.S. Chen, J.W. Zhao, H.D. Zhang, and X.Y. Wang Anal. Chim. Acta 572 2006 77 84
24. M. Cocchi, G. Foca, M. Lucisano, A. Marchetti, M.A. Pagni, L. Tassi, and A. Ulrici J. Agric. Food Chem. 52 2004 1062 1067
25. Y. Chen, M.Y. Xie, Y. Yan, S.B. Zhu, S.P. Nie, C. Li, Y.X. Wang, and X.F. Gong Anal. Chim. Acta 618 2008 121 130
26. P.M. Granitto, F. Biasioli, E. Aprea, D. Mott, C. Furlanello, T.D. Märk, and F. Gasperi Sens. Actuators B 121 2007 379 385
27. T. Bylander Mach. Learn. 48 1 2002 287 297
28. L.A. Berrueta, R.M. Alonso-Salces, and K. Héberger J. Chromatogr. A 1158 2007 196 214
29. K.J. Archer, and R.V. Kimes Comput. Stat. Data Anal. 52 4 2008 2249 2260
30. R. Genuer, J.M. Poggi, and C. Tuleau-Malot Pattern Recogn. Lett. 31 14 2010 2225 2236
31. W.F. McClure, and D.L. Stanfield Near-infrared spectroscopy of biomaterials J.M. Chalmers, P.R. Griffiths, Handbook of Vibrational Spectroscopy 2002 John Wiley & Sons New York 243 259