Belief Discernibility Matrix and Function for Incremental or Large Data

被引：0

作者：

Trabelsi, Salsabil ^{[1
]}

Elouedi, Zied ^{[1
]}

Lingras, Pawan ^{[2
]}

机构：

[1] Univ Tunis, Inst Superieur Gest Tunis, Larodec, Tunis, Tunisia

[2] St Marys Univ Halifax, Halifax, NS, Canada

来源：

ROUGH SETS, FUZZY SETS, DATA MINING, AND GRANULAR COMPUTING | 2013年 / 8170卷

关键词：

Uncertainty; incremental data; belief function theory; rough sets; attribute selection; discernibility matrix and function;

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：

This paper proposes an incremental attribute selection method based on rough sets from partially uncertain and incremental or large decision system. The uncertainty exists only in the decision attributes (classes) and is represented by the belief function theory. The simplification of large or incremental uncertain decision table is based on computing possible reducts by the means of belief discernibility matrix and function under the belief function framework from two or more sub-decision tables.

引用

页码：67 / 76

页数：10

共 50 条

[1] A Method for Data Classification Based on Discernibility Matrix and Discernibility Function
SUN Shi-bao~ 1
2. Electronic Information Engineering College
[J]. Wuhan University Journal of Natural Sciences, 2006, (01) : 230 - 233
[2] Discernibility matrix based incremental attribute reduction for dynamic data
Wei, Wei
Wu, Xiaoying
Liang, Jiye
Cui, Junbiao
Sun, Yijun
[J]. KNOWLEDGE-BASED SYSTEMS, 2018, 140 : 142 - 157
[3] A new discernibility matrix and function
Deng, Dayong
Huang, Houkuan
[J]. ROUGH SETS AND KNOWLEDGE TECHNOLOGY, PROCEEDINGS, 2006, 4062 : 114 - 121
[4] Incremental attribute reduction based on simplified discernibility matrix
[J]. Ge, H. (togehao@126.com), 1600, Sichuan University (45):
[5] Compressed binary discernibility matrix based incremental attribute reduction algorithm for group dynamic data
Ma, Fumin
Ding, Mianwei
Zhang, Tengfei
Cao, Jie
[J]. NEUROCOMPUTING, 2019, 344 : 20 - 27
[6] An incremental algorithm for attribute reduction based on labeled discernibility matrix
Yin, Lin-Zi
Yang, Chun-Hua
Wang, Xiao-Li
Gui, Wei-Hua
[J]. Zidonghua Xuebao/Acta Automatica Sinica, 2014, 40 (03): : 397 - 404
[7] Incremental target recognition algorithm based on improved discernibility matrix
Liu, Y
Xu, CF
Yan, ZY
Pan, YH
[J]. FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, PT 1, PROCEEDINGS, 2005, 3613 : 1246 - 1255
[8] A dynamic incremental rule extracting algorithm based on the improved discernibility matrix
Liu, Y
Xu, CF
Li, XL
Pan, YH
[J]. PROCEEDINGS OF THE 2003 IEEE INTERNATIONAL CONFERENCE ON INFORMATION REUSE AND INTEGRATION, 2003, : 93 - 97
[9] Discernibility matrix based incremental feature selection on fused decision tables
Liu, Ye
Zheng, Lidi
Xiu, Yeliang
Yin, Hong
Zhao, Suyun
Wang, Xizhao
Chen, Hong
Li, Cuiping
[J]. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2020, 118 : 1 - 26
[10] An Incremental Algorithm Based on Discernibility Matrix for Reducts of Incomplete Decision Tables
Zhang, Dedong
Li, Renpu
Zhang, Fuzeng
Zhao, Yongsheng
[J]. PROGRESS IN INTELLIGENCE COMPUTATION AND APPLICATIONS, 2008, : 223 - 227

← 1 2 3 4 5 →