题名 | The value of using big data technologies in computational social science |
作者 | |
发表日期 | 2014-08-04 |
会议名称 | 3rd ASE International Conference on Big Data Science and Computing, BIGDATASCIENCE 2014 |
会议录名称 | ACM International Conference Proceeding Series
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卷号 | 04-07-August-2014 |
会议日期 | August 4-7, 2014 |
会议地点 | Beijing |
摘要 | The discovery of phenomena in social networks has prompted renewed interests in the field. Data in social networks however can be massive, requiring scalable Big Data architecture. Conversely, research in Big Data needs the volume and velocity of social media data for testing its scalability. Not only so, appropriate data processing and mining of acquired datasets involve complex issues in the variety, veracity, and variability of the data, after which visualisation must occur before we can see fruition in our efforts. This article presents topical, multimodal, and longitudinal social media datasets from the integration of various scalable open source technologies. The article details the process that led to the discovery of social information landscapes within the Twitter social network, highlighting the experience of dealing with social media datasets, using a funneling approach so that data becomes manageable. The article demonstrated the feasibility and value of using scalable open source technologies for acquiring massive, connected datasets for research in the social sciences. |
关键词 | Computational social science Data mining Open source Social network analysis Twitter |
DOI | 10.1145/2640087.2644162 |
URL | 查看来源 |
语种 | 英语English |
Scopus入藏号 | 2-s2.0-84986001286 |
引用统计 | |
文献类型 | 会议论文 |
条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/11011 |
专题 | 个人在本单位外知识产出 |
通讯作者 | Ch'ng, Eugene |
作者单位 | School of Computer Science,University of Nottingham Ningbo China,Zhejiang Ningbo,199 Taikang East Road,315100,China |
推荐引用方式 GB/T 7714 | Ch'ng, Eugene. The value of using big data technologies in computational social science[C], 2014. |
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