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
fDate :
3/1/2004 12:00:00 AM
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;
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
DOI :
10.1109/TSMCA.2003.819498