A Feature Importance Measure Based on Similarities of Feature Values

被引:0
|
作者
Li, Yan [1 ]
Zhang, Xiuli [1 ]
Wang, Huachao [1 ]
机构
[1] Hebei Univ, Key Lab Machine Learning & Computat Intelligence, Coll Math & Comp Sci, Baoding City 071002, Hebei Province, Peoples R China
来源
2011 AASRI CONFERENCE ON APPLIED INFORMATION TECHNOLOGY (AASRI-AIT 2011), VOL 1 | 2011年
关键词
Nominal feature; Similarity; Importance Measure; Relative positive field; PSO; FEATURE-SELECTION;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The preliminary work [1-2] of this paper originally proposed an importance measure of features based on the similarity between feature values, in which the nominal features are discussed. This paper further study the feasibility of the proposed feature importance measure and compare this measure with those based on entropy and based on Rough Set Theory.
引用
收藏
页码:362 / 365
页数:4
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