DocumentCode :
3292608
Title :
Applying Ontology Based Vector Space Model to Web 2.0
Author :
Yuan, Mingwei ; Jiang, Ping ; Xiao, Hui ; Zhu, Jin
Author_Institution :
Dept. of Control Sci. & Eng., Univ. of Tongji, Shanghai
Volume :
5
fYear :
2008
fDate :
18-20 Oct. 2008
Firstpage :
458
Lastpage :
462
Abstract :
In social network the aggregation of RSS feeds leads to the syndication of users. Effective user oriented information retrieval can help decentralized users construct more effective social relations. In this paper the proposed ontology based vector space model (O-VSM) is applied to social network. It provides a novel approach for user-oriented information retrieval. RSS feeds are used as distributed information sources to illustrate how O-VSM works. RSS feeds are regarded as a set of knowledge fragments of decentralized users. In O-VSM, ontology can be expressed in graph and the semantic correlation of terms can be measured via the ontology graph. Under the support of the ontology, knowledge fragments can be transformed into local feature vectors that compose the ontology based vector space. In order to eliminate inherent semantic ambiguity and uncertainty, fuzzy inference is used to transform local feature vectors into global feature vectors in a uniform metric space.
Keywords :
Internet; information retrieval; ontologies (artificial intelligence); RSS feeds; Web 2.0; fuzzy inference; global feature vectors; information sources; ontology based vector space model; ontology graph; uniform metric space; user oriented information retrieval; Feeds; Fuzzy systems; Information retrieval; Information services; Internet; Knowledge engineering; Ontologies; Social network services; Space technology; Web sites; Knowledge fragment; Ontology; Ontology graph; RSS; Vector space model; Web2.0;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems and Knowledge Discovery, 2008. FSKD '08. Fifth International Conference on
Conference_Location :
Jinan Shandong
Print_ISBN :
978-0-7695-3305-6
Type :
conf
DOI :
10.1109/FSKD.2008.304
Filename :
4666568
Link To Document :
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