A new strategy to prevent over-fitting in partial least squares models based on model population analysis

Author:

Deng Bai-Chuan,Yun Yong-Huan,Liang Yi-Zeng,Cao Dong-Sheng,Xu Qing-Song,Yi Lun-Zhao,Huang Xin

Publisher

Elsevier BV

Subject

Spectroscopy,Environmental Chemistry,Biochemistry,Analytical Chemistry

Reference54 articles.

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2. Process Analytical Technology: Spectroscopic Tools and Implementation Strategies for the Chemical and Pharmaceutical industries;Bakeev,2010

3. Statistical challenges of high-dimensional data;Johnstone;Philos. Trans. R. Soc. A,2009

4. The Dantzig selector: statistical estimation when p is much larger than n;Candes;Ann. Stat.,2007

5. PLS-regression: a basic tool of chemometrics;Wold;Chemometr. Intell. Lab.,2001

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