DocumentCode :
2361494
Title :
Context-aware ontological schemes for multimedia personalization
Author :
Nalin, Chakoo ; Jonghun, Han ; Saewoong, Bahk
Author_Institution :
Sch. of Electr. Eng. & Comput. Sci., Seoul Nat. Univ., Seoul, South Korea
fYear :
2011
fDate :
28-30 Sept. 2011
Firstpage :
288
Lastpage :
289
Abstract :
Current methods used to explore the possibility of using context-aware ontological semantics for evaluating user-profile similarity are limited. The contributions of this paper are three-fold: a) to utilize and leverage the concept of ontology in p2p-based recommender system, b) to evaluate ontologically expanded user-profile for similarity evaluation, and c) to address the issue of cold-start in p2p-based personalization systems. We evaluated our method using user-profiles, extracted from Netflix Dataset, in measuring similarity between IPTV peer-users. Our method enriches user-profile vector for enhanced similarity evaluation with other peer-users in p2p network. Our approach expands the vector components for similarity evaluation with the other IPTV peer-users´ expanded user-profile. This overall facilitates better comparison, better recommender aggregation, and quality recommendations.
Keywords :
IPTV; ontologies (artificial intelligence); peer-to-peer computing; recommender systems; user interfaces; IPTV peer-user; Internet protocol television; Netflix dataset; P2P-based personalization systems; P2P-based recommender system; context-aware ontological scheme; context-aware ontological semantics; multimedia personalization; peer-to-peer system; user-profile similarity; Collaboration; IPTV; Multimedia communication; Ontologies; Recommender systems; Semantics; Vectors; Collaborative filtering; IPTV; Ontology; Recommender Systems; User profile;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
ICT Convergence (ICTC), 2011 International Conference on
Conference_Location :
Seoul
Print_ISBN :
978-1-4577-1267-8
Type :
conf
DOI :
10.1109/ICTC.2011.6082599
Filename :
6082599
Link To Document :
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