首页> 外文会议>International Conference on Cyber and IT Service Management >The Influence of Iteration Calculation Manipulation On Social Network Analysis Toward Twitter's Users Against Hoax In Indonesia With Single Cluster Multi-Node Method Using Apache Hadoop Hortonworkstm Distribution
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The Influence of Iteration Calculation Manipulation On Social Network Analysis Toward Twitter's Users Against Hoax In Indonesia With Single Cluster Multi-Node Method Using Apache Hadoop Hortonworkstm Distribution

机译:迭代计算操作对使用Apache Hadoop Hortonworkstm分发的单群集多节点方法对印度尼西亚Twitter用户防范恶作剧的社交网络分析的影响

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Social network analysis (SNA) examines the relationship of nodes in the graph. This study uses Hadoop technology with the use of clustering method (High-Performance Cluster) and 5 SNA parameters (Degree Centrality, Betweenness Centrality, Closeness Centrality, Eigenvector Centrality, and PageRank) on hoax topic, by manipulating the iteration of calculation on Gephi tools. Based on 1 month of observations, the authors found 18 days where keyword hoax became the trending topic on Twitter. This means 58% of Twitter's users are more often talk about hoaxes. Intact-group comparison experiments are applied to Twitter data that will be grouped into 2 groups (controls and experiments). The authors were able to get data as much as 16,400 data during data gathering phase. Variable changes were performed in the experiment group. The addition of iteration from 100 to 200, which increase the value of degree centrality from 3601 to 5070 or about 40.79%. This research can be developed using True Experiment Design and the addition of Sentiment Analysis.
机译:社交网络分析(SNA)会检查图中节点的关系。本研究通过在Gephi工具上操纵计算迭代,将Hadoop技术与聚类方法(高性能集群)和5个SNA参数(度中心性,中间性中心,亲密性中心性,特征向量中心性和PageRank)结合使用。根据对1个月的观察,作者发现18天内关键字骗局成为Twitter上的热门话题。这意味着58%的Twitter用户更常谈论恶作剧。完整组比较实验应用于Twitter数据,该数据将分为2组(对照组和实验组)。在数据收集阶段,作者能够获取多达16,400个数据。在实验组中进行了可变的改变。从100到200的迭代增加,这将度中心度的值从3601增加到5070或大约40.79 \%。可以使用“真实实验设计”和“情感分析”功能进行这项研究。

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