DocumentCode
1401306
Title
MovieMine: personalized movie content search by utilizing user comments
Author
Kim, Hyungwook ; Keejun Han ; Yi, M.Y. ; Joonmyun Cho ; Jinwoo Hong
Author_Institution
Next Generation Smart TV Res. Dept., Electron. & Telecommun. Res. Inst. (ETRI), Daejeon, South Korea
Volume
58
Issue
4
fYear
2012
fDate
11/1/2012 12:00:00 AM
Firstpage
1416
Lastpage
1424
Abstract
User comments are one of the common online resources that reflect user´s 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.
Keywords
multimedia computing; portals; query processing; search problems; MovieMine; movie portal; movie review dataset; multimedia contents; online resources; personalized movie content search; query expansion method; utilizing user comments; Filtering; Indexes; Internet; Motion pictures; Multimedia communication; Search problems; TV; Personalized content search; automatic query expansion; recommender systems; user comments;
fLanguage
English
Journal_Title
Consumer Electronics, IEEE Transactions on
Publisher
ieee
ISSN
0098-3063
Type
jour
DOI
10.1109/TCE.2012.6415015
Filename
6415015
Link To Document