DocumentCode
901849
Title
Semantic association of multimedia document descriptions through fuzzy relational algebra and fuzzy reasoning
Author
Akrivas, Giorgos ; Stamou, Giorgos B. ; Kollias, Stefanos
Author_Institution
Image, Video & Multimedia Lab., Nat. Tech. Univ. of Athens, Greece
Volume
34
Issue
2
fYear
2004
fDate
3/1/2004 12:00:00 AM
Firstpage
190
Lastpage
196
Abstract
According to the emerging MPEG-7 standard, the semantic description of multimedia documents is expressed in terms of semantic entities such as objects, events, concepts, and relations among them. The semantic entities can be used as index terms, in order to support the semantic search process. In this paper, we propose a method that a) applies fuzzy relational operations (closure, composition) and fuzzy rules to expand a semantic encyclopedia and b) uses the encyclopedia to associate the semantic entities with the aid of a fuzzy thesaurus. This method is shown to reduce the need for human intervention in creating semantic descriptions of multimedia documents, as well as correct for incompleteness and inconsistency.
Keywords
content-based retrieval; fuzzy logic; fuzzy set theory; human computer interaction; indexing; information retrieval systems; multimedia databases; relational algebra; semantic Web; MPEG-7 standard; fuzzy reasoning; fuzzy relational algebra; fuzzy thesaurus; human-computer interaction; information retrieval; multimedia databases; multimedia document descriptions; semantic association; semantic entities; semantic search process; Algebra; Data mining; Encyclopedias; Feature extraction; Fuzzy reasoning; Humans; Information retrieval; MPEG 7 Standard; Multimedia databases; Thesauri;
fLanguage
English
Journal_Title
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
Publisher
ieee
ISSN
1083-4427
Type
jour
DOI
10.1109/TSMCA.2003.819498
Filename
1268154
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