DocumentCode :
3474683
Title :
A fuzzy FCA-based approach for citation-based document retrieval
Author :
Quan, Thanh Tho ; Hui, Siu Cheung ; Cao, Tru Hoang
Author_Institution :
Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore
Volume :
1
fYear :
2004
fDate :
1-3 Dec. 2004
Firstpage :
578
Abstract :
In this paper, we propose a fuzzy FCA (formal concept analysis) based approach to conceptual clustering for citation-based document retrieval. In the proposed approach, fuzzy logic is first incorporated into FCA to form a fuzzy concept lattice that can handle vague and uncertain information. A fuzzy conceptual clustering technique is then performed to cluster the fuzzy concept lattice into conceptual clusters and construct a concept hierarchy. Fuzzy query can then be formulated for document retrieval. The proposed fuzzy FCA-based approach has been applied to a citation database for fuzzy document retrieval. The performance of the citation-based document retrieval system is evaluated and presented in the paper.
Keywords :
citation analysis; fuzzy logic; information retrieval; FCA-based approach; citation database; citation-based document retrieval; clustering technique; formal concept analysis; fuzzy concept lattice; fuzzy logic; Character generation; Citation analysis; Data engineering; Data mining; Fuzzy logic; Fuzzy sets; Information retrieval; Information technology; Lattices; Uncertainty;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cybernetics and Intelligent Systems, 2004 IEEE Conference on
Print_ISBN :
0-7803-8643-4
Type :
conf
DOI :
10.1109/ICCIS.2004.1460480
Filename :
1460480
Link To Document :
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