Real-time Event Detection based on Geo Extraction and Temporal Analysis
文献类型:会议论文
作者 | Xiao, Feng1; Shuwu, Zhang1; Wei, Liang1; Zhe, Tu2; Shuwu Zhang![]() ![]() ![]() |
出版日期 | 2014-12 |
会议名称 | International Conference on Advanced Data Mining and Applications (ADMA) |
会议日期 | 2014-12 |
会议地点 | Guilin, China |
关键词 | event detection microblogs geo-information extraction temporal analysis |
英文摘要 |
Abstract. Microblogging is an important source of information about what is happening in the real world. In this work, we propose a novel approach for real-time event detection targeting accident and disaster events (ADEs) using microblogs from Sina Weibo. Our aim is to detect out every microblog which reports a real-world occurrence of a target event from the microblog stream. We formulate the event detection problem as a classification problem using microblog-based features, linguistic features, content features, and event features. We propose a street-level location extraction method based on the textual content to cooperate geo-information extraction. In order to deliver fresh events, we use a temporal analysis method to filter away past events. We compare our method with two state-of-the-art baselines on event detection, and achieve improvements in both precision and recall. |
收录类别 | EI |
会议录 | In Proceedings of the 10th International Conference on Advanced Data Mining and Applications (ADMA)
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语种 | 英语 |
源URL | [http://ir.ia.ac.cn/handle/173211/11230] ![]() |
专题 | 数字内容技术与服务研究中心_新媒体服务与管理技术 |
作者单位 | 1.Institue of Automation, Chinese Academy of Sciences, Beijing, China 2.Beijing University of Chemical Technology, Beijing, China |
推荐引用方式 GB/T 7714 | Xiao, Feng,Shuwu, Zhang,Wei, Liang,et al. Real-time Event Detection based on Geo Extraction and Temporal Analysis[C]. 见:International Conference on Advanced Data Mining and Applications (ADMA). Guilin, China. 2014-12. |
入库方式: OAI收割
来源:自动化研究所
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