Rough set-based decision tree construction algorithm

被引：0

作者：

Han, Sang-Wook ^{[1
]}

Kim, Jae-Yearn ^{[1
]}

机构：

[1] Hanyang Univ, Dept Ind Engn, Seoul 133791, South Korea

来源：

COMPUTATIONAL SCIENCE AND ITS APPLICATIONS - ICCSA 2007, PT 1, PROCEEDINGS | 2007年 / 4705卷

关键词：

rough set; decision tee; core;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

We apply rough set theory to obtain knowledge from the construction of a decision tree. Decision trees are widely used in machine learning. A variety of methods for making decision trees have been developed. Our algorithm, which compares the core attributes of objects and builds decision trees based on those attributes, represents a new type of tree construction. Experiments show that the new algorithm can help to extract more meaningful and accurate rules than other algorithms.

引用

页码：710 / +

页数：3

共 50 条

[1] An Algorithm for Decision Tree Construction Based on Rough Set Theory
Wang, Cuiru
Ou, Fangfang
PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, 2008, : 295 - 298
[2] Rough set-based decision tree using a core attribute
Han, Sang-Wook
Kim, Jae-Yearn
INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 2008, 7 (02) : 275 - 290
[3] Decision tree algorithm based on Rough set
Qiao, Mei
Han, Wen-Xiu
Tianjin Daxue Xuebao (Ziran Kexue yu Gongcheng Jishu Ban)/Journal of Tianjin University Science and Technology, 2005, 38 (09): : 842 - 846
[4] Multivariate Decision Tree Algorithm Based on Rough Set
Liu Bingxiang
Wu Yan
Li Mengshan
DIGITAL MANUFACTURING & AUTOMATION III, PTS 1 AND 2, 2012, 190-191 : 347 - 351
[5] A new multivariate decision tree construction algorithm based on variable precision rough set
Zhang, L
Ye, YM
Yu, S
Ma, FY
ADVANCES IN WEB-AGE INFORMATION MANAGEMENT, PROCEEDINGS, 2003, 2762 : 238 - 246
[6] A contribution to decision tree construction based on rough set theory
Liu, XM
Huang, HK
Xu, WX
ROUGH SETS AND CURRENT TRENDS IN COMPUTING, 2004, 3066 : 637 - 642
[7] A NEW DECISION TREE ALGORITHM BASED ON ROUGH SET THEORY
Han, Sang Wook
Kim, Jae Yearn
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2008, 4 (10): : 2749 - 2757
[8] A New Decision Tree Algorithm Based on Rough Set Theory
Ding, Baoshi
Zheng, Yongqing
Zang, Shaoyu
2009 ASIA-PACIFIC CONFERENCE ON INFORMATION PROCESSING (APCIP 2009), VOL 2, PROCEEDINGS, 2009, : 326 - 329
[9] The Rough Set-Based Algorithm for Two Steps
Liao, Shu-Hsien
Chen, Yin-Ju
Ho, Shiu-Hwei
NEURAL INFORMATION PROCESSING, PT II, 2011, 7063 : 63 - +
[10] Rough set based decision tree
Wei, JM
Huang, D
Wang, SQ
Ma, ZY
PROCEEDINGS OF THE 4TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-4, 2002, : 426 - 431

← 1 2 3 4 5 →