An approach for induction of decision trees under entropy and characteristic relation based rough sets'

被引：0

作者：

Li, Tianrui ^{[1
]}

Hu, Chunsheng ^{[2
]}

Dong, Xiaozhao ^{[2
]}

Luo, Hedan ^{[2
]}

机构：

[1] Southwest Jiaotong Univ, Sch Informat Sci & Technol, Chengdu 610031, Peoples R China

[2] Southwest Jiaotong Univ, Dept Math, Chengdu 610031, Peoples R China

来源：

COMPUTATIONAL INTELLIGENCE IN DECISION AND CONTROL | 2008年 / 1卷

关键词：

D O I：

10.1142/9789812799470_0095

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Decision trees are considered to be one of the most popular data-mining techniques for knowledge discovery. Many approaches based on rough sets theory have been proposed for efficiently constructing decision tree. This paper presents a new approach for inducing decision trees by employing entropy and rough sets theory under characteristic relation. Examples show that the decision trees generated by the proposed method tend to have simpler structure than RC4.5.

引用

页码：581 / 586

页数：6

共 50 条

[41] A Novel Approach to Decision Analysis Using Dominance-Based Soft Rough Sets
Tanzeela Shaheen
Barkat Mian
Muhammad Shabir
Feng Feng
International Journal of Fuzzy Systems, 2019, 21 : 954 - 962
[42] An approach to decision making based on intuitionistic fuzzy rough sets over two universes
Sun, B.
Ma, W.
Liu, Q.
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2013, 64 (07) : 1079 - 1089
[43] Decision-theoretic rough sets under dynamic granulation
Sang, Yanli
Liang, Jiye
Qian, Yuhua
KNOWLEDGE-BASED SYSTEMS, 2016, 91 : 84 - 92
[44] Fuzziness-Based Three-Way Decision With Neighborhood Rough Sets Under the Framework of Shadowed Sets
Yang, Jie
Wang, Xiaoqi
Wang, Guoyin
Zhang, Qinghua
Zheng, Nenggan
Wu, Di
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2024, 32 (09) : 4976 - 4988
[45] Extended Probabilistic Rough Sets Under a Strict Dominance Relation
Liu, Dun
Li, Tianrui
JOURNAL OF MULTIPLE-VALUED LOGIC AND SOFT COMPUTING, 2014, 22 (4-6) : 387 - 408
[46] Construction of Decision Tree Based on Rough Sets Theory
Lei Zhijun
Wu Linli
MATERIALS SCIENCE AND INFORMATION TECHNOLOGY, PTS 1-8, 2012, 433-440 : 5208 - 5213
[47] Decomposition of rough sets based on fuzzy equivalence relation
Xu, Xiao-Jing
Pei, Hai-Feng
Shi, Kai-Quan
Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2007, 29 (04): : 626 - 628
[48] A semantically sound approach to Pawlak rough sets and covering-based rough sets
D'eer, Lynn
Cornelis, Chris
Yao, Yiyu
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2016, 78 : 62 - 72
[49] A Novel Risk Decision Making Based on Decision-Theoretic Rough Sets Under Hesitant Fuzzy Information
Liang, Decui
Liu, Dun
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2015, 23 (02) : 237 - 247
[50] Linear Diophantine Fuzzy Rough Sets: A New Rough Set Approach with Decision Making
Ayub, Saba
Shabir, Muhammad
Riaz, Muhammad
Mahmood, Waqas
Bozanic, Darko
Marinkovic, Dragan
SYMMETRY-BASEL, 2022, 14 (03):

← 1 2 3 4 5 →