A hybrid variable selection strategy based on continuous shrinkage of variable space in multivariate calibration

Author:

Yun Yong-HuanORCID,Bin Jun,Liu Dong-Li,Xu Lin,Yan Ting-Liang,Cao Dong-Sheng,Xu Qing-SongORCID

Funder

National Natural Science Foundation of China

Scientific Research Funds of Hainan University, China

Publisher

Elsevier BV

Subject

Spectroscopy,Environmental Chemistry,Biochemistry,Analytical Chemistry

Reference50 articles.

1. An introduction to variable and feature selection;Guyon;J. Mach. Learn. Res.,2003

2. The effect of interferences and calibration design on accuracy: implications for sensor and sample selection;Lorber;J. Chemometr.,1988

3. Statistical Challenges with High Dimensionality: Feature Selection in Knowledge Discovery;Fan,2006

4. A review of variable selection methods in Partial Least Squares Regression;Mehmood;Chemometr. Intell. Lab.,2012

5. Chemometric methods in data processing of mass spectrometry-based metabolomics: a review;Yi;Anal. Chim. Acta,2016

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