New Heuristic Attribute Reduction Algorithm Based on Rough Set

被引：1

作者：

Fang, Weiwei ^{[1
,2
]}

Yang, Bingru ^{[1
]}

Zhou, Changsheng ^{[2
]}

Hou, Wei ^{[1
]}

机构：

[1] Univ Sci & Technol Beijing, Sch Informat Engn, Beijing 100083, Peoples R China

[2] Beijing Informat Sci & Technol, Beijing 100192, Peoples R China

来源：

2008 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-11 | 2008年

关键词：

Data mining; Rough Set; Attribute Reduction; KDD;

D O I：

10.1109/CCDC.2008.4598070

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

One of the main obstacles facing current data mining techniques is attribute reduction. This paper summarized advantages and disadvantages of current attribute reduction algorithm, and proposed a new attribute reduction method that is taken correlation degree as heuristic information; this method can remove not only irrelevant attributes, but also redundant attributes from the candidate attribute set. Theoretical analysis and experiment results demonstrate that on the premise of unchanged classification precision, the algorithm can obtain the best attribute reduce set effectively and efficiently.

引用

页码：3936 / +

页数：2

共 50 条

[31] Great Deluge Algorithm for Rough Set Attribute Reduction
Abdullah, Salwani
Jaddi, Najmeh Sadat
DATABASE THEORY AND APPLICATION, BIO-SCIENCE AND BIO-TECHNOLOGY, 2010, 118 : 189 - 197
[32] A Fast Attribute Reduction Algorithm of Neighborhood Rough Set
Li, Wenhua
Xia, Shuyin
Chen, Zizhong
2021 13TH INTERNATIONAL CONFERENCE ON KNOWLEDGE AND SMART TECHNOLOGY (KST-2021), 2021, : 43 - 48
[33] A Approximate Attribute Reduction of Rough Set and Its Algorithm
Shen Jin-biao
Lv Yue-jin
Tao Duo-xiu
ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL II, PROCEEDINGS, 2009, : 591 - 594
[34] A Heuristic Genetic Algorithm for Continuous Attribute Discretization in Rough Set Theory
Ren, Zhaohui
Hao, Yuan
Wen, Bangchun
MECHATRONICS AND INTELLIGENT MATERIALS, PTS 1 AND 2, 2011, 211-212 : 132 - 136
[35] An Attribute Reduction of Rough Set Based on PSO
Shen, Hongyuan
Yang, Shuren
Liu, Jianxun
ROUGH SET AND KNOWLEDGE TECHNOLOGY (RSKT), 2010, 6401 : 695 - 702
[36] A Method of Attribute Reduction Based on Rough Set
李昌彪
宋建平
Journal of Electronic Science and Technology, 2005, (03) : 234 - 237
[37] A novel variable precision rough set attribute reduction algorithm based on local attribute significance
Yu, Bin
Hu, Yan
Kang, Yun
Cai, Mingjie
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2023, 157 (157) : 88 - 104
[38] A new approach to hybrid condition attribute reduction based on rough set
Gao, Jianwei
He, Wu
PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND NATURAL COMPUTING, VOL I, 2009, : 490 - 494
[39] A novel attribute reduction algorithm based on rough set and information entropy theory
Wang, Baoyi
Zhang, Shaomin
CIS WORKSHOPS 2007: INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY WORKSHOPS, 2007, : 81 - +
[40] Attribute reduction with fuzzy rough set based on multiobjective neighborhood difference algorithm
Li B.-Y.
Xiao J.-M.
Wang X.-H.
Kongzhi yu Juece/Control and Decision, 2019, 34 (05): : 947 - 955

← 1 2 3 4 5 →