基于MapReduce的大规模图间性近似工程

Xiaolong Deng, Yuxiao Li
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引用次数: 6

摘要

随着世界上突发事件的增加,政府已经意识到有必要管理和控制在社交网络上传播的信息。近年来,随着社会活动中信息量的迅速增加,基于MapReduce的云计算分布式系统等分布式信息系统工程在大规模社会网络数据计算及突发事件管理中发挥着越来越重要的作用。本文提出了一种基于MapReduce的分层分布式社会网络分析(SNA)系统。本文根据节点中间度中心性的独立同分布概率统计,提出了一种基于突发事件管理的超大规模SNA图的更有效的中间度近似计算方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
MapReduce based Betweenness Approximation Engineering in Large Scale Graph

With increased emergency cases in the world, the government has realized that it is necessary to manage and control the information spreading in social network. Recently with the rapid increase of information in society activities, distributed information system engineering such as MapReduce based cloud computing distributed system is becoming more and more important in large scale social network data computing in emergency case management. In this article, a novel MapReduce based SNA (Social Network Analysis) system was proposed on layered distributed system. According to independent identically distributed probability statistics of node Betweenness Centrality, a more efficient betweenness approximation computation method was proposed in this article in very large scale SNA graph from emergency case management with better accuracy.

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