He Y, Hui SC, Fong ACM "Mining a Web citation database for document clustering" APPLIED ARTIFICIAL INTELLIGENCE 16 (4): 283-302 APR 2002

[Eugene Garfield]

TITLE Mining a Web citation database for document clustering
AUTHOR He Y, Hui SC, Fong ACM
JOURNAL APPLIED ARTIFICIAL INTELLIGENCE 16 (4): 283-302 APR 2002

 Document type: Article    Language: English
Cited References: 37       Times Cited: 0


Abstract:
The World Wide Web has become an important medium for disseminating
scientific publications. Many publications are now made available over the
Web. However, existing search engines are ineffective in searching these
publications, as they do not index Web publications that normally appear in
PDF (Portable Document Format) or PostScript formats. One way to index Web
publications is through citation indices, which contain the references that
the publications cite. Web citation Database is a data warehouse to store
the citation indices. In this paper, we propose a mining process to extract
document cluster knowledge from the Web Citation Database to support the
retrieval of Web publications. The mining techniques used for document
cluster generation are based on Kohonen's Self-Organizing Map (KSOM) and
Fuzzy Adaptive Resonance Theory (Fuzzy ART). The proposed techniques have
been incorporated into a citation-based retrieval system known as PubSearch
for Web scientific publications.

KeyWords Plus:
RETRIEVAL

Addresses:
He Y, Nanyang Technol Univ, Sch Comp Engn, Nanyang Ave, Singapore 639798,
Singapore
Nanyang Technol Univ, Sch Comp Engn, Singapore 639798, Singapore

Publisher:
TAYLOR & FRANCIS INC, PHILADELPHIA

IDS Number:
547NK

ISSN:
0883-9514
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 *DIG EQ CORP DEC      VIRT PAP PROJ                                   2000
 *WORDNET              WORDNETA LEX DAT ENG                            2000
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 GARFIELD B            CITATION INDEXING IT                            1979
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 HARTIGAN JA           CLUSTERING ALGORITHM                            1975
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 KOHONEN T             P INT C ART NEUR NET                    65      1998
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