Application of rough sets to information retrieval

被引:0
作者
Miyamoto, S [1 ]
机构
[1] Univ Tsukuba, Inst Informat Sci & Elect, Ibaraki, Osaka 305, Japan
来源
JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE | 1998年 / 49卷 / 03期
关键词
D O I
10.1002/(SICI)1097-4571(1998)49:3<195::AID-ASI2>3.3.CO;2-E
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The aim of the present article is to develop a method of rough retrieval, namely, an application of the rough set theory to information retrieval. After a brief review of fuzzy sets, rough sets, and a fuzzy logical model for information retrieval, rough approximations for retrieved data are defined. The approximations are considered for both crisp and fuzzy cases. A fuzzy set is introduced for the rough boundary, and estimation for the membership for the results of set operations on the boundary is discussed. Rough approximations in cases when hierarchical classes are assumed are considered. Moreover, another approximation by a membership sequence is discussed which refines the foregoing approximations. Illustrative examples are shown.
引用
收藏
页码:195 / 205
页数:11
相关论文
共 14 条
[1]  
Anderberg M.R., 1973, Probability and Mathematical Statistics
[2]  
[Anonymous], 1991, ROUGH SETS
[3]   ROUGH FUZZY-SETS AND FUZZY ROUGH SETS [J].
DUBOIS, D ;
PRADE, H .
INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 1990, 17 (2-3) :191-209
[4]   TWOFOLD FUZZY-SETS AND ROUGH SETS - SOME ISSUES IN KNOWLEDGE REPRESENTATION [J].
DUBOIS, D ;
PRADE, H .
FUZZY SETS AND SYSTEMS, 1987, 23 (01) :3-18
[5]  
Klowon F., 1994, Foundations of Fuzzy Systems
[6]  
Malinowski G., 1993, MANY VALUED LOGICS
[7]  
MIYAMOTO S, 1990, FUZZY SETS INFORMATI
[8]  
NAKAMURA A, 1992, INTELLIGENT DECISION, P233
[9]   ROUGH SETS [J].
PAWLAK, Z .
INTERNATIONAL JOURNAL OF COMPUTER & INFORMATION SCIENCES, 1982, 11 (05) :341-356
[10]   MATHEMATICAL-MODEL OF INFORMATION-RETRIEVAL SYSTEM BASED ON CONCEPT OF FUZZY THESAURUS [J].
RADECKI, T .
INFORMATION PROCESSING & MANAGEMENT, 1976, 12 (05) :313-318