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
fDate :
11/1/2012 12:00:00 AM
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;
Journal_Title :
Consumer Electronics, IEEE Transactions on
DOI :
10.1109/TCE.2012.6415015