计算机科学 ›› 2016, Vol. 43 ›› Issue (9): 66-70.doi: 10.11896/j.issn.1002-137X.2016.09.012
• 2015 年第三届CCF 大数据学术会议 • 上一篇 下一篇
徐文涛,刘锋,朱二周
XU Wen-tao, LIU Feng and ZHU Er-zhou
摘要: 微博凭借其即时发布、实时传播、简便易用的特点逐渐成为最为主流的自媒体平台。用户影响力评价是微博社交网络中基本而又重要的问题,它对于优化与推动社会信息传播来说有着重要意义。以新浪微博为实验对象,通过综合考虑微博用户关系网络特性和用户行为,结合MapReduce编程计算模型,提出了一种基于MapReduce的新型用户影响力排名算法——QRank。在Hadoop平台上的实验结果表明,QRank算法具有良好的可扩展性,能够有效结合微博用户关系网络与行为特性,从而更加真实与充分地反映用户的实际影响力。
[1] Lin Jia-li,Li Zhen-yu,Wang Dong,et al.Analysis and Compari-son of Interaction Patternsin online Social Network and Social Media[C]∥Proc of the 21st International Conference on Computer Communications and Networks.Munich,Germany,2012:1-7 [2] Wu Xin-dong,Li Yi,Li Lei.Influence Analysis of Online Social Networks[J].Chinese Journal of Computers,2014,37(4):735-752(in Chinese) 吴信东,李毅,李磊.在线社交网络影响力分析[J].计算机学报,2014,37(4):735-752 [3] Statistic Report of the 35th China Internet Developing Situation[R].Beijing:China Internet Network Information Center,2015(in Chinese) 第35次中国互联网络发展状况统计报告[R].北京:中国互联网络信息中心,2015 [4] Zhang Qun-yan,Ma Hai-xin,Qian Wei-ning,et al.Duplicate Detection for Identifying Social Spamin Microblogs[C]∥Proc of the IEEE International Congress on Big Data.Santa Clara,CA 2013:141-148 [5] Yang Chang-chun,Yu Ke-fei,Ye Shi-ren,et al.New Assessment Method on Influence of Bloggers in Community of Chinese Microblog[J].Computer Engineering and Applications,2012,48(25):229-233(in Chinese) 杨长春,俞克非,叶施仁,等.一种新的中文微博社区博主影响力的评估方法[J].计算机工程与应用,2012,48(25):229-233 [6] Liang Qiu-shi,Wu Yi-lei,Feng Lei.User Ranking Algorithm for Microblog Search Based on MapReduce[J].Journal of Computer Applications,2012,32(11):2989-2293(in Chinese) 梁秋实,吴一雷,封磊.基于MapReduce 的微博用户搜索排名算法[J].计算机应用,2012,32(11):2989-2993 [7] Tang Fei-long,Ye Shi-ren,Xiao Chun.Blogger Influence Ran-king Algorithm Based on User Quality in Sina Microblog Community[J].Computer Engineering and Applications,2015,51(4):128-132(in Chinese) 唐飞龙,叶施仁,肖春.基于用户质量的微博社区博主影响力排序算法[J].计算机工程与应用,2015,51(4):128-132 [8] Meeyoung C, Hamed H,Fabricio B,et al.Measuring User Influen-ce in Twitter:the Million Follower Fallacy[C]∥Procof the 4th International AAAI Conference on Weblogs and Social Media.Menlo Park:AAAI Press,2010:10-17 [9] Brin S,Page L.The Anatomy of a Large Scale Hypertextual Web Search Engine[C]∥Proc of the 7th International World Wide Web Conference.Brisbane:ACM Press,1998:107-117 [10] Cao Shan-shan,Wang Chong.Improved PageRank AlgorithmBased on Links and User Feedback[J].Computer Science,2014,41(12):179-182(in Chinese) 曹珊珊,王冲.基于网页链接与用户反馈的PageRank算法改进研究[J].计算机科学,2014,41(12):179-182 [11] Chen Xiao-fei,Wang Yi-tong,Feng Xiao-jun.An Improvementof PageRank Algorithm Based on Page Quality[J].Journal of Computer Research and Development,2009,46(Suppl.):381-387(in Chinese) 陈小飞,王轶彤,冯小军,一种基于网页质量的PageRank算法改进[J].计算机研究与发展,2009,46(增刊):381-387 [12] Apache Hadoop.http://hadoop.apache.org [13] Lammel R.Google’s MapReduce Programming Model Revised[J].Science of Computer Programming,2007,68(3):208-237 [14] Srirama S N,Jakovits P,Vainikko E.Adapting Scientific Computing Problems to Clouds Using MapReduce[J].Future Gene-rations Computer Systems,2012,28(1):184-192 [15] Chen Gong,Niu Qin-zhou.Research on PageRank AlgorithmBased on MapReduce[J].Microelectronics & Computer,2012,29(5):81-85(in Chinese) 陈宫,牛秦洲.基于MapReduce的PageRank算法的研究[J].微电子学与计算机,2012,29(5):81-85 [16] Chen Hao,Die Ge.MicroBlog User Ranking Research Based on Hadoop[D].Shanghai:East China University of Science and Technology,2014(in Chinese) 陈浩,迭戈.基于Hadoop的微博用户影响力排名算法研究[D].上海:华东理工大学,2014 |
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