FUZZY CONDITIONAL ENTROPY BASED FEATURE EVALUATION AND SELECTION

被引：0

作者：

Zhao, Hua ^{[1
]}

Qin, Keyun ^{[1
]}

机构：

[1] Southwest JiaoTong Univ, Sch Math, Chengdu 610031, Sichuan, Peoples R China

来源：

DECISION MAKING AND SOFT COMPUTING | 2014年 / 9卷

基金：

中国国家自然科学基金;

关键词：

Feature selectior; Kernel fuzzy similarity relation; Conditional entropy; delta-attribute reduction; Mixed features; ROUGH SETS;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Rough set is an useful tool to characterize uncertain information. It has been widely applied to feature selection. In this paper, we extend the information entropy into the kernel fuzzy rough set. Then, we construct the fast feature selection algorithm based on conditional entropy. Experimental results show that the conditional entropy-based feature selection algorithm can improve the classification performance with few features in most of the cases.

引用

页码：137 / 142

页数：6

共 50 条

[1] Feature genes selection based on fuzzy neighborhood conditional entropy
Xu, Jiucheng
Wang, Yun
Mu, Huiyu
Huang, Fangzhou
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2019, 36 (01) : 117 - 126
[2] Feature selection method for color image steganalysis based on fuzzy neighborhood conditional entropy
Jiucheng Xu
Jie Yang
Yuanyuan Ma
Kanglin Qu
Yuhan Kang
Applied Intelligence, 2022, 52 : 9388 - 9405
[3] Feature selection method for color image steganalysis based on fuzzy neighborhood conditional entropy
Xu, Jiucheng
Yang, Jie
Ma, Yuanyuan
Qu, Kanglin
Kang, Yuhan
APPLIED INTELLIGENCE, 2022, 52 (08) : 9388 - 9405
[4] Feature selection in a discrete feature space based on fuzzy conditional information entropy iterative model and matrix operation
Li, Zhaowen
Chen, Yiying
INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 2023, 52 (05) : 597 - 635
[5] Incremental Feature Selection Using a Conditional Entropy Based on Fuzzy Dominance Neighborhood Rough Sets
Sang, Binbin
Chen, Hongmei
Yang, Lei
Li, Tianrui
Xu, Weihua
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2022, 30 (06) : 1683 - 1697
[6] Feature Selection Based on Fuzzy Conditional Distinction Degree
Zhang, Qilai
Dai, Jianhua
NEURAL INFORMATION PROCESSING (ICONIP 2018), PT IV, 2018, 11304 : 72 - 83
[7] An efficient fuzzy classifier with feature selection based on fuzzy entropy
Lee, HM
Chen, CM
Chen, JM
Jou, YL
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2001, 31 (03): : 426 - 432
[8] Online Streaming Feature Selection Based on Conditional Information Entropy
Wang, Huaming
Wang, Guoyin
Zeng, Xianhua
Peng, Siyuan
2017 IEEE INTERNATIONAL CONFERENCE ON BIG KNOWLEDGE (IEEE ICBK 2017), 2017, : 230 - 235
[9] Multiscale Fuzzy Entropy-Based Feature Selection
Wang, Zhihong
Chen, Hongmei
Yuan, Zhong
Wan, Jihong
Li, Tianrui
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2023, 31 (09) : 3248 - 3262
[10] A two-way accelerator for feature selection using a monotonic fuzzy conditional entropy
Yang, Yanyan
Chen, Degang
Ji, Zhenyan
Zhang, Xiao
Dong, Lianjie
FUZZY SETS AND SYSTEMS, 2024, 483

← 1 2 3 4 5 →