A fuzzy knowledge-based system for intelligent retrieval

被引:14
作者
Koyuncu, M
Yazici, A
机构
[1] Gnkur Mubildeskom, TR-06520 Ankara, Turkey
[2] Middle E Tech Univ, Dept Comp Engn, TR-06531 Ankara, Turkey
关键词
flexible querying; fuzzy set theory; inference mechanism; knowledge-based systems; object-oriented databases; uncertainty;
D O I
10.1109/TFUZZ.2004.839666
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
For many knowledge-intensive applications, it is important to develop an environment that permits flexible modeling and fuzzy querying of complex data and knowledge including uncertainty. With such an environment, one can have intelligent retrieval of information and knowledge, which has become a critical requirement for those applications. In this paper, we introduce a fuzzy knowledge-based (FKB) system along with the model and the inference mechanism. The inference mechanism is based on the extension of the Rete algorithm to handle fuzziness using a similarity-based approach. The proposed FKB system is used in the intelligent fuzzy object-oriented database (IFOOD) environment, in which a fuzzy object-oriented database is used to handle large scale of complex data while the FKB system is used to handle knowledge of the application domain. Both the fuzzy object-oriented database system and the fuzzy knowledge-based system are based on the object-oriented concepts to eliminate data type mismatches. The aim of this paper is mainly to introduce the FKB system of the IFOOD environment.
引用
收藏
页码:317 / 330
页数:14
相关论文
共 35 条
[1]  
BALDWIN JF, 1996, P EUFIT 96, P680
[2]   DESIGN AND IMPLEMENTATION OR ROCK-AND-ROLL - A DEDUCTIVE OBJECT-ORIENTED DATABASE SYSTEM [J].
BARJA, ML ;
FERNANDES, AAA ;
PATON, NW ;
WILLIAMS, MH ;
DINN, A ;
ABDELMOTY, AI .
INFORMATION SYSTEMS, 1995, 20 (03) :185-211
[3]   SQLF - A RELATIONAL DATABASE LANGUAGE FOR FUZZY QUERYING [J].
BOSC, P ;
PIVERT, O .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1995, 3 (01) :1-17
[4]   OBJECT RULE INTEGRATION IN CLIPS [J].
DONNELL, BL .
EXPERT SYSTEMS, 1994, 11 (01) :29-45
[5]   VAGUENESS, TYPICALITY, AND UNCERTAINTY IN CLASS HIERARCHIES [J].
DUBOIS, D ;
PRADE, H ;
ROSSAZZA, JP .
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 1991, 6 (02) :167-183
[7]   Uncertainty management issues in the object-oriented data model [J].
George, R ;
Srikanth, R ;
Petry, FE ;
Buckles, BP .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1996, 4 (02) :179-192
[8]  
GYSEHEM NV, 1997, FUZZY UNCERTAIN OBJE
[9]   IFOOD: An intelligent fuzzy object-oriented database architecture [J].
Koyuncu, M ;
Yazici, A .
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2003, 15 (05) :1137-1154
[10]  
KOYUNCU M, 2001, IFSA 2001 VANC BC CA