scholarly journals Model population analysis for variable selection

2010 ◽  
Vol 24 (7-8) ◽  
pp. 418-423 ◽  
Author(s):  
Hong-Dong Li ◽  
Yi-Zeng Liang ◽  
Qing-Song Xu ◽  
Dong-Sheng Cao
Keyword(s):  
Variable Selection ◽  
Population Analysis ◽  
Model Population

A model population analysis method for variable selection based on mutual information

2013 ◽  
Vol 121 ◽  
pp. 75-81 ◽  
Author(s):  
Xu-Xia Long ◽  
Hong-Dong Li ◽  
Wei Fan ◽  
Qing-Song Xu ◽  
Yi-Zeng Liang
Keyword(s):  
Mutual Information ◽  
Variable Selection ◽  
Population Analysis ◽  
Analysis Method ◽  
Model Population

The model adaptive space shrinkage (MASS) approach: a new method for simultaneous variable selection and outlier detection based on model population analysis

The Analyst ◽  
2016 ◽  
Vol 141 (19) ◽  
pp. 5586-5597 ◽  
Author(s):  
Ming Wen ◽  
Bai-Chuan Deng ◽  
Dong-Sheng Cao ◽  
Yong-Huan Yun ◽  
Rui-Han Yang ◽  
...  
Keyword(s):  
Variable Selection ◽  
Outlier Detection ◽  
Population Analysis ◽  
New Method ◽  
Chemical Modeling ◽  
Model Population

Variable selection and outlier detection are important processes in chemical modeling.

Using variable combination population analysis for variable selection in multivariate calibration

2015 ◽  
Vol 862 ◽  
pp. 14-23 ◽  
Author(s):  
Yong-Huan Yun ◽  
Wei-Ting Wang ◽  
Bai-Chuan Deng ◽  
Guang-Bi Lai ◽  
Xin-bo Liu ◽  
...  
Keyword(s):  
Variable Selection ◽  
Multivariate Calibration ◽  
Population Analysis ◽  
Variable Combination

Model population analysis in chemometrics

2015 ◽  
Vol 149 ◽  
pp. 166-176 ◽  
Author(s):  
Bai-Chuan Deng ◽  
Yong-Huan Yun ◽  
Yi-Zeng Liang
Keyword(s):  
Population Analysis ◽  
Model Population

Recipe for uncovering predictive genes using support vector machines based on model population analysis

2011 ◽  
Vol 8 (6) ◽  
pp. 1633-1641 ◽  
Author(s):  
Hong-Dong Li ◽  
Yi-Zeng Liang ◽  
Qing-Song Xu ◽  
Dong-Sheng Cao ◽  
Bin-Bin Tan ◽  
...  
Keyword(s):  
Support Vector Machines ◽  
Population Analysis ◽  
Support Vector ◽  
Model Population ◽  
Vector Machines

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

2015 ◽  
Vol 880 ◽  
pp. 32-41 ◽  
Author(s):  
Bai-Chuan Deng ◽  
Yong-Huan Yun ◽  
Yi-Zeng Liang ◽  
Dong-Sheng Cao ◽  
Qing-Song Xu ◽  
...  
Keyword(s):  
Least Squares ◽  
Partial Least Squares ◽  
Population Analysis ◽  
Model Population ◽  
New Strategy ◽  
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