科研成果详情

题名Real-time GPU-accelerated social media sentiment processing and visualization
作者
发表日期2017-12-05
会议名称21st IEEE/ACM International Symposium on Distributed Simulation and Real Time Applications (DS-RT)
会议录名称Proceedings - 2017 IEEE/ACM 21st International Symposium on Distributed Simulation and Real Time Applications, DS-RT 2017
卷号2017-January
页码1-4
会议日期OCT 18-20, 2017
会议地点Rome, ITALY
摘要

Data visualization is an important aspect of data analytics in an age where decisions are all based on information. Approaches in data visualization, particularly those that have the capability of processing large-scale textual datasets and visualize them as structured information in real-time can be useful for monitoring trends in social media. In this article, we present our GPU accelerated project, which uses CUDA to distribute and parallelize the processing and analysis of textual data in order to visualize information in real-time, or close to real-time as a foundational system for the future of real-time applications which monitors trends in social media, applicable to political elections, social media analytics, and other needs in computational social sciences which are time-critical.

关键词Big data GPU acceleration Real-time visualization Sentiment analysis Social media Twitter
DOI10.1109/DISTRA.2017.8167690
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收录类别CPCI-S
语种英语English
WOS研究方向Computer Science
WOS类目Computer Science, Hardware & Architecture ; Computer Science, Software Engineering
WOS记录号WOS:000426923700031
Scopus入藏号2-s2.0-85042937065
引用统计
被引频次:2[WOS]   [WOS记录]     [WOS相关记录]
文献类型会议论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/10987
专题个人在本单位外知识产出
通讯作者Ch'ng, Eugene
作者单位
1.NVIDIA Joint-Lab on Mixed Reality,University of Nottingham,Ningbom,China
2.NVIDIA Technology APJ Centre,Singapore,Singapore
推荐引用方式
GB/T 7714
Ch'ng, Eugene,Chen, Ziyang,See, Simon. Real-time GPU-accelerated social media sentiment processing and visualization[C], 2017: 1-4.
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