News Recommendation in Forum-Based Social Media

被引:0
作者
Wang, Jia [1 ]
Li, Qing [1 ]
Chen, Yuanzhu Peter [2 ]
Liu, Jiafen [1 ]
Zhang, Chen [1 ]
Lin, Zhangxi [1 ]
机构
[1] Southwestern Univ Finance & Econ, Chengdu, Peoples R China
[2] Mem Univ Newfoundland, St John, NF A1C 5S7, Canada
来源
PROCEEDINGS OF THE TWENTY-FOURTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-10) | 2010年
基金
中国国家自然科学基金;
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Self-publication of news on Web sites is becoming a common application platform to enable more engaging interaction among users. Discussion in the form of comments following news postings can be effectively facilitated if the service provider can recommend articles based on not only the original news itself but also the thread of changing comments. This turns the traditional news recommendation to a "discussion moderator" that can intelligently assist online forums. In this work, we present a framework to implement such adaptive news recommendation. In addition, to alleviate the problem of recommending essentially identical articles, the relationship (duplication, generalization or specialization) between suggested news articles and the original posting is investigated. Experiments indicate that our proposed solutions provide an enhanced news recommendation service in forum-based social media.
引用
收藏
页码:1449 / 1454
页数:6
相关论文
共 19 条
  • [1] Ahn J. W., 2007, P 16 INT C WORLD WID, P11, DOI [10.1145/1242572.1242575, DOI 10.1145/1242572.1242575]
  • [2] [Anonymous], 2007, Google news personalization: scalable online collaborative filtering, DOI DOI 10.1145/1242572.1242610
  • [3] [Anonymous], 2005, P 14 INT C WORLD WID, DOI [10.1145/1060745.1060764, DOI 10.1145/1060745.1060764]
  • [4] [Anonymous], 1998, SIGIR 98 P 21 ANN IN, DOI DOI 10.1145/290941.291008
  • [5] Bogers T, 2007, RECSYS 07: PROCEEDINGS OF THE 2007 ACM CONFERENCE ON RECOMMENDER SYSTEMS, P141
  • [6] The anatomy of a large-scale hypertextual Web search engine
    Brin, S
    Page, L
    [J]. COMPUTER NETWORKS AND ISDN SYSTEMS, 1998, 30 (1-7): : 107 - 117
  • [7] SEA: Segment-Enrich-Annotate Paradigm for Adapting Dialog-Based Content for Improved Accessibility
    Candan, K. Selcuk
    Donderler, Mehmet E.
    Hedgpeth, Terri
    Kim, Jong Wook
    Li, Qing
    Sapino, Maria Luisa
    [J]. ACM TRANSACTIONS ON INFORMATION SYSTEMS, 2009, 27 (03)
  • [8] Cantador Ivan, 2008, Wl 2008. 2008 IEEE/WIC/ACM International Conference on Web Intelligence. IAT 2008. 2008 IEEE/WIC/ACM International Conference on Intelligent Agent Technology. Wl-IAT Workshop 2008 2008 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology Workshops, P562, DOI 10.1109/WIIAT.2008.204
  • [9] An intelligent news recommender agent for filtering and categorizing large volumes of text corpus
    Chiang, JH
    Chen, YC
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2004, 19 (03) : 201 - 216
  • [10] Claypool M., 1999, P ACM SIGIR WORKSH R, V60