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Journal Article MovieMine: Personalized Movie Content Search by Utilizing User Comments
Cited 19 time in scopus Share share facebook twitter linkedin kakaostory
Authors
Hyung W. Kim, Keejun Han, Mun Y. Yi, Joonmyun Cho, Jinwoo Hong
Issue Date
2012-12
Citation
IEEE Transactions on Consumer Electronics, v.58, no.4, pp.1416-1424
ISSN
0098-3063
Publisher
IEEE
Language
English
Type
Journal Article
DOI
https://dx.doi.org/10.1109/TCE.2012.6415015
Abstract
User comments are one of the common online resources that reflect users쩔 evaluative opinions about multimedia contents. The words used in user comments provide many clues about the users and about what they like or dislike. In this paper, we propose a novel query expansion method that utilizes user comments in order to consider user's different preferences in finding movies. We propose a personalized search system, called MovieMine, built upon this proposed method to provide personalized search results by expanding queries on the basis of earlier comments left by the user. Using an actual movie review dataset obtained from a large movie portal, we show that our system produces a significant performance improvement compared to the baseline condition. We expect our approach to be readily applicable to personalized searching of multimedia contents © 2012 IEEE.
KSP Keywords
Content search, Movie Review, Multimedia contents, Online Resources, Personalized searching, Query Expansion, Search results, User comments, performance improvement, search system