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计算机工程

• 多媒体技术及应用 • 上一篇    下一篇

网络电视直播中的虚拟频道生成算法

张翔  1,朱明  1,孙吟龙  2,方雪峰  2   

  1. (1.中国科学技术大学信息科学技术学院,合肥 230022; 2.合肥市公安局网络安全支队,合肥 230061)
  • 收稿日期:2014-11-24 出版日期:2015-12-15 发布日期:2015-12-15
  • 作者简介:张翔(1993-),男,硕士研究生,主研方向:数据挖掘,媒体聚合检索与服务;朱明,教授、博士生导师;孙吟龙,工程师;方雪峰,助理工程师。
  • 基金项目:
    国家科技支撑计划基金资助项目“电视商务综合体新业态应用示范”(2012BAH73F02);安徽省科技攻关计划基金资助项目“互联网基础信息智能搜索与数据挖掘应用平台”(1301b042012)。

Virtual Channel Generation Algorithm in Network Live Television

ZHANG Xiang 1,ZHU Ming 1,SUN Yinlong 2,FANG Xuefeng 2   

  1. (1.School of Information Science and Technology,University of Science and Technology of China,Hefei 230022,China;2.Network Security Detachment,Hefei Public Security Bureau,Hefei 230061,China)
  • Received:2014-11-24 Online:2015-12-15 Published:2015-12-15

PDF

388

被引次数

1

摘要： 电视直播业务发展迅速、应用场景灵活多变,使得用户难以找到自己喜欢的资源,而相应的个性化推荐研究较少,且效果不好。针对该问题,提出一种基于贪心选择的虚拟频道生成算法。该算法将用户的观看记录和各频道组成的节目单作为计算用户兴趣的输入,使用基于语义 的词汇相似度计算方法计算用户对节目的兴趣度,通过贪心算法为用户生成符合其兴趣和需求的虚拟频道。实验结果表明,该算法为用户推荐的虚拟频道符合用户兴趣,个性化推荐效果较好。

关键词: 网络电视直播, 个性化推荐, 虚拟频道, 词汇语义相似度, 贪心算法

Abstract: In recent years,the live television has developed rapidly and the application scene becomes more flexible,making it difficult for users to find their favorite resources,and the less corresponding personalization research also has a bad result.In order to solve this problem,a virtual channel generation algorithm in network live television is proposed.The algorithm utilizes users’ viewing logs and the program to guide each channel as an input of calculating users’ interest,using word similarity computing which is based on semantic methods to calculate users’ interest about the program,then generates virtual channels that meets the interests and needs of users by greedy algorithm.Experimental results show that the virtual channel which is recommended by this algorithm for the user conforms to the user’s interests,and the personalized recommendation effect is better.

Key words: network live television, personal recommendation, virtual channel, word meaning similarity, greedy algorithm

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