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A Study of IPTV-VOD Program Recommendation System using Collaborative Filtering  

Sun, Chul-Yong (단국대학교 컴퓨터학부 컴퓨터과학과)
Kang, Yong-Jin (단국대학교 컴퓨터학부 컴퓨터과학과)
Park, Kyu-Sik (단국대학교 공과대학 컴퓨터학부)
Publication Information
Journal of Korea Multimedia Society / v.13, no.10, 2010 , pp. 1453-1462 More about this Journal
Abstract
In this paper, a new program recommendation system is proposed to recommend user preferred VOD program in IPTV environment. A proposed system is implemented with collaborative filtering method. For a user profile which describes user program preference, a program preference, sub-genre preference, and US(user similarity) weight of the user neighborhood is averaged and updated every week. In order to evaluate system performance, real 24-weeks cable TV watching data provided by Nilson Research Corp. are modified to fit for IPTV broadcasting environment and the simulation result shows quite comparative quality of recommendation. The experimental results optimum performance when user similarity based weighting, five person per group and five recommendation programs are used.
Keywords
IPTV; Recommendation System; Collaborative Filtering;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 정하용, 김문식, "KT IPTV 사용자의 시청 이력을 이용한 VOD추천 시스템의 성능 분석," 한국정보과학회 학술발표 논문집, Vol. 36, No. 1, pp. 116-121, 2009.
2 김은희, 표신지, 김문철, "협업 필터링을 이용한 순위 정렬 모델 기반 (IP)TV 프로그램 자동 추천," 방송공학회지, Vo1.14, No.2, pp.238-252, 2009.   과학기술학회마을
3 Christina Christakou and Andreas Stafylopatis, "A Hybrid Movie Recommender System Based on Neural Networks," Intelligent Systems Design and Applications, 2005. ISDA '05. Proceedings. 5th International Conference on, pp.500-505, 2005.
4 Miquel Montaner, Beatriz Lopez, and Josep LIuis De La Rosa, "A Taxonomy of Recommender Agents on the Internet," Artificial Intelligence Review, Vol. 19, No.3, pp. 285-330, 2003.   DOI
5 Greg Linden, Brent Smith, and Jeremy York, "Amazon.com Recommendations: Item-to-Item Collaborative Filtering," IEEE Internet Computing, Vol. 7, No.1, pp.76-80, 2003.   DOI   ScienceOn
6 이연정, "DTV 프로그램 추천 효율 향상을 위한 프로그램 시청 패턴 반영 기법," 석사학위 논문, 숭실대학교, 서울, 2006.
7 John Zimmerman, Kaushal Kurapati, Anna L. Buczak, Dave Schaffer, Srinivas Gutta, and Jacquelyn Martino, TV Personalization System, Kluwer Academic Publishers, pp. 27-51, 2004.