DC Field | Value | Language |
---|---|---|
dc.contributor.author | Lim, J | ko |
dc.contributor.author | Kang, S | ko |
dc.contributor.author | Kim, MunChurl | ko |
dc.date.accessioned | 2013-03-07T00:28:18Z | - |
dc.date.available | 2013-03-07T00:28:18Z | - |
dc.date.created | 2012-02-06 | - |
dc.date.created | 2012-02-06 | - |
dc.date.issued | 2007-07 | - |
dc.identifier.citation | JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, v.58, no.9, pp.1346 - 1356 | - |
dc.identifier.issn | 1532-2882 | - |
dc.identifier.uri | http://hdl.handle.net/10203/88942 | - |
dc.description.abstract | In this article, we introduce a user preference model contained in the User Interaction Tools Clause of the MPEG-7 Multimedia Description Schemes, which is described by a UserPreferences description scheme (DS) and a UsageHistory description scheme (DS). Then we propose a user preference learning algorithm by using a Bayesian network to which weighted usage history data on multimedia consumption is taken as input. Our user preference learning algorithm adopts a dynamic learning method for learning real-time changes in a user's preferences from content consumption history data by weighting these choices in time. Finally, we address a user preference-based television program recommendation system on the basis of the user preference learning algorithm and show experimental results for a large set of realistic usage-history data of watched television programs. The experimental results suggest that our automatic user reference learning method is well suited for a personalized electronic program guide (EPG) application. | - |
dc.language | English | - |
dc.publisher | JOHN WILEY & SONS INC | - |
dc.title | Automatic user preference learning for personalized electronic program guide applications | - |
dc.type | Article | - |
dc.identifier.wosid | 000247578600010 | - |
dc.identifier.scopusid | 2-s2.0-34547319682 | - |
dc.type.rims | ART | - |
dc.citation.volume | 58 | - |
dc.citation.issue | 9 | - |
dc.citation.beginningpage | 1346 | - |
dc.citation.endingpage | 1356 | - |
dc.citation.publicationname | JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY | - |
dc.identifier.doi | 10.1002/asi.20577 | - |
dc.contributor.localauthor | Kim, MunChurl | - |
dc.contributor.nonIdAuthor | Lim, J | - |
dc.contributor.nonIdAuthor | Kang, S | - |
dc.type.journalArticle | Article | - |
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