Practical Extraction of Disaster-Relevant Information from Social Media

被引:0
|
作者
Imran, Muhammad [1 ]
Elbassuoni, Shady [2 ]
Castillo, Carlos [3 ]
Diaz, Fernando [4 ]
Meier, Patrick [3 ]
机构
[1] Univ Trento, Trento, Italy
[2] Amer Univ Beirut, Beirut, Lebanon
[3] Qatar Comp, Res Inst, Doha, Qatar
[4] Microsoft Res, Mountain View, CA USA
关键词
Social Media; information Filtering; information Extraction;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
During times of disasters online users generate a significant amount of data, some of which are extremely valuable for relief efforts. In this paper, we study the nature of social-media content generated during two different natural disasters. We also train a model based on conditional random fields to extract valuable information from such content. We evaluate our techniques over our two datasets through a set of carefully designed experiments. We also test our methods over a non-disaster dataset to show that our extraction model is useful for extracting information from socially-generated content in general.
引用
收藏
页码:1021 / 1024
页数:4
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