Gaussian Process Regression and Its Application in Near-Infrared Spectroscopy Analysis

FENG Ai-ming; FANG Li-min; LIN Min

doi:10.3964/j.issn.1000-0593(2011)06-1514-04

Spectroscopy and Spectral Analysis, Volume. 31, Issue 6, 1514(2011)

Gaussian Process Regression and Its Application in Near-Infrared Spectroscopy Analysis

FENG Ai-ming^*, FANG Li-min, and LIN Min

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[in Chinese]

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References(8)

[2] [2] Burns D A, Ciurczak E W. Handbook of Near-Infrared Analysis. Third Edition. USA: CRC, 2005.

[5] [5] Zou X B, Zhao J W, Malcolm J W P, et al. Analytical Chimica Acta, 2010, 667: 14.

[6] [6] Williams C K I, Rasmussen C E. Gaussian Processes for Regression, in: Touretzky D S, Mozer M C, Hasselmo M E (Eds.), Advances in Neural Information Processing Systems. The MIT Press, Massachusetts, 1996.

[7] [7] Chen T, Martin E. Analytical Chimica Acta, 2009, 631: 13~21.

[8] [8] Zhou P, Tian F F, Lv F L, et al. Journal of Chromatography A, 2009, 1216: 3107.

[9] [9] Obrezanova O, Csányi G, Gola J M R, et al. Journal of Chemical Information and Modeling, 2007, 47: 1847.

[10] [10] http://software.eigenvector.com/Data/Corn/corn.mat.

[12] [12] Center V, Massart D L, Noord D O E, et al. Analytical Chemistry, 1996, 68: 3851.

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FENG Ai-ming, FANG Li-min, LIN Min. Gaussian Process Regression and Its Application in Near-Infrared Spectroscopy Analysis[J]. Spectroscopy and Spectral Analysis, 2011, 31(6): 1514

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Paper Information

Received: Aug. 17, 2010

Accepted: --

Published Online: Jan. 5, 2012

The Author Email: FENG Ai-ming (cjlufam@126.com)

DOI:10.3964/j.issn.1000-0593(2011)06-1514-04

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