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

Journals >Spectroscopy and Spectral Analysis >Volume 31 >Issue 6 >Page 1514 > Article

Spectroscopy and Spectral Analysis
Vol. 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

Author Affiliations

[in Chinese]

show less

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

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 Copy Citation Text

show less

References

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

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

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

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

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

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

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

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

Download Citation

Tools

Save the article for my favorites

Paper Information