Rapid assessment of disaster damage using social media activity

被引:449
作者
Kryvasheyeu, Yury [1 ,2 ,3 ]
Chen, Haohui [1 ,2 ,3 ]
Obradovich, Nick [4 ,5 ]
Moro, Esteban [6 ,7 ]
Van Hentenryck, Pascal [1 ,8 ,9 ]
Fowler, James [4 ,10 ]
Cebrian, Manuel [1 ,3 ,11 ]
机构
[1] Natl Informat & Commun Technol Australia, Melbourne, Vic 3003, Australia
[2] Monash Univ, Fac Informat Technol, Melbourne, Vic 3145, Australia
[3] Commonwealth Sci & Ind Res Org, Data61, Clayton, Vic 3168, Australia
[4] Univ Calif San Diego, Dept Polit Sci, La Jolla, CA 92093 USA
[5] Scripps Inst Oceanog, Ctr Marine Biodivers & Conservat, La Jolla, CA 92093 USA
[6] Univ Carlos III Madrid, Dept Math, Madrid 28911, Leganes, Spain
[7] Univ Carlos III Madrid, GISC, Madrid 28911, Leganes, Spain
[8] Australian Natl Univ, Res Sch Comp Sci, Canberra, ACT 0200, Australia
[9] Univ Michigan, Ind & Operat Engn, Comp Sci & Engn, Ann Arbor, MI 48109 USA
[10] Univ Calif San Diego, Div Med Genet, La Jolla, CA 92093 USA
[11] Univ Calif San Diego, Dept Comp Sci & Engn, La Jolla, CA 92093 USA
来源
SCIENCE ADVANCES | 2016年 / 2卷 / 03期
基金
美国国家科学基金会; 澳大利亚研究理事会;
关键词
EXTREME WEATHER; CLIMATE-CHANGE; GROWTH; POWER;
D O I
10.1126/sciadv.1500779
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Could social media data aid in disaster response and damage assessment? Countries face both an increasing frequency and an increasing intensity of natural disasters resulting from climate change. During such events, citizens turn to social media platforms for disaster-related communication and information. Social media improves situational awareness, facilitates dissemination of emergency information, enables early warning systems, and helps coordinate relief efforts. In addition, the spatiotemporal distribution of disaster-related messages helps with the real-time monitoring and assessment of the disaster itself. We present a multiscale analysis of Twitter activity before, during, and after Hurricane Sandy. We examine the online response of 50 metropolitan areas of the United States and find a strong relationship between proximity to Sandy's path and hurricane-related social media activity. We show that real and perceived threats, together with physical disaster effects, are directly observable through the intensity and composition of Twitter's message stream. We demonstrate that per-capita Twitter activity strongly correlates with the per-capita economic damage inflicted by the hurricane. We verify our findings for a wide range of disasters and suggest that massive online social networks can be used for rapid assessment of damage caused by a large-scale disaster.
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页数:11
相关论文
共 71 条
[1]  
[Anonymous], 2013, NATL HURRIC CENT
[2]  
[Anonymous], P 25 ACM C HYP SOC M
[3]  
[Anonymous], 2010, P SIGCHI C HUM FACT
[4]  
[Anonymous], 2013, P INT AAAI C WEB SOC
[5]  
[Anonymous], 2015, P 18 ACM C COMP SUPP
[6]  
[Anonymous], 2010, WEB C
[7]  
[Anonymous], P COMP PUBL 23 INT C
[8]  
[Anonymous], 2001, LINGUISTIC INQUIRY W
[9]  
[Anonymous], P SIGCHI C HUM FACT
[10]  
[Anonymous], P 7 INT AAAI C WEBL