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