Assessing relevance of tweets for risk communication

Liu, Xiaohui; Kar, Bandana; Zhang, Chaoyang; Cochran, David M.

doi:10.1080/17538947.2018.1480670

Title: Assessing relevance of tweets for risk communication

Journal Article · Fri Jun 01 00:00:00 EDT 2018 · International Journal of Digital Earth

DOI:https://doi.org/10.1080/17538947.2018.1480670· OSTI ID:1471917

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Dalhousie Univ., Halifax, NS (Canada). Resilience Research Centre
Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States). Urban Dynamics Inst., Computational Sciences and Engineering Division
Univ. of Southern Mississippi, Hattiesburg, MS (United States). School of Computing
Univ. of Southern Mississippi, Hattiesburg, MS (United States). Dept. of Geography and Geology

Although Twitter is used for emergency management activities, the relevance of tweets during a hazard event is still open to debate. Here in this study, six different computational (i.e. Natural Language Processing) and spatiotemporal analytical approaches were implemented to assess the relevance of risk information extracted from tweets obtained during the 2013 Colorado flood event. Primarily, tweets containing information about the flooding events and its impacts were analysed. Examination of the relationships between tweet volume and its content with precipitation amount, damage extent, and official reports revealed that relevant tweets provided information about the event and its impacts rather than any other risk information that public expects to receive via alert messages. However, only 14% of the geo-tagged tweets and only 0.06% of the total fire hose tweets were found to be relevant to the event. By providing insight into the quality of social media data and its usefulness to emergency management activities, this study contributes to the literature on quality of big data. Future research in this area would focus on assessing the reliability of relevant tweets for disaster related situational awareness.

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Research Organization:: Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)

Sponsoring Organization:: USDOE; National Science Foundation (NSF); US Department of Homeland Security (DHS)

Grant/Contract Number:: AC05-00OR22725; CMMI-1335187; HSHQDC-12-C-00057

OSTI ID:: 1471917

Journal Information:: International Journal of Digital Earth, Vol. 12, Issue 7; ISSN 1753-8947

Publisher:: Taylor & FrancisCopyright Statement

Country of Publication:: United States

Language:: English

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Cited by: 7 works

Citation information provided by
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References (28)

Beyond Accuracy: What Data Quality Means to Data Consumers Wang, Richard Y.; Strong, Diane M. Journal of Management Information Systems, Vol. 12, Issue 4 https://doi.org/10.1080/07421222.1996.11518099	journal	March 1996
The Elephant in the JIC: The Fundamental Flaw of Emergency Public Information within the NIMS Framework Crowe, Adam Journal of Homeland Security and Emergency Management, Vol. 7, Issue 1 https://doi.org/10.2202/1547-7355.1662	journal	January 2010
Spatiotemporal social media analytics for abnormal event detection and examination using seasonal-trend decomposition Chae, Junghoon; Thom, Dennis; Bosch, Harald 2012 IEEE Conference on Visual Analytics Science and Technology (VAST) https://doi.org/10.1109/VAST.2012.6400557	conference	October 2012
Using crowdsourcing for TREC relevance assessment Alonso, Omar; Mizzaro, Stefano Information Processing & Management, Vol. 48, Issue 6 https://doi.org/10.1016/j.ipm.2012.01.004	journal	November 2012
Context relevance assessment and exploitation in mobile recommender systems Baltrunas, Linas; Ludwig, Bernd; Peer, Stefan Personal and Ubiquitous Computing, Vol. 16, Issue 5 https://doi.org/10.1007/s00779-011-0417-x	journal	June 2011
Identifying and Mapping Community Vulnerability Morrow, Betty Hearn Disasters, Vol. 23, Issue 1 https://doi.org/10.1111/1467-7717.00102	journal	March 1999
The Challenges of Data Quality and Data Quality Assessment in the Big Data Era Cai, Li; Zhu, Yangyong Data Science Journal, Vol. 14, Issue 0 https://doi.org/10.5334/dsj-2015-002	journal	May 2015
Using control data to determine the reliability of volunteered geographic information about land cover Comber, Alexis; See, Linda; Fritz, Steffen International Journal of Applied Earth Observation and Geoinformation, Vol. 23 https://doi.org/10.1016/j.jag.2012.11.002	journal	August 2013
Does compassion go viral? Social media, caring, and the Fort McMurray wildfire Boulianne, Shelley; Minaker, Joanne; Haney, Timothy J. Information, Communication & Society, Vol. 21, Issue 5 https://doi.org/10.1080/1369118X.2018.1428651	journal	February 2018
The Fukushima Nuclear Crisis Reemphasizes the Need for Improved Risk Communication and Better Use of Social Media Ng, Kwan-Hoong; Lean, Mei-Li Health Physics, Vol. 103, Issue 3 https://doi.org/10.1097/HP.0b013e318257cfcb	journal	January 2012
Weight of Evidence: a framework for the appraisal of the quality and relevance of evidence Gough, David Research Papers in Education, Vol. 22, Issue 2 https://doi.org/10.1080/02671520701296189	journal	May 2007
Social Science Research Needs for the Hurricane Forecast and Warning System Gladwin, Hugh; Lazo, Jeffrey K.; Morrow, Betty Hearn Natural Hazards Review, Vol. 8, Issue 3 https://doi.org/10.1061/(ASCE)1527-6988(2007)8:3(87)	journal	August 2007
Discovery of unusual regional social activities using geo-tagged microblogs Lee, Ryong; Wakamiya, Shoko; Sumiya, Kazutoshi World Wide Web, Vol. 14, Issue 4 https://doi.org/10.1007/s11280-011-0120-x	journal	March 2011
Towards an integrated crowdsourcing definition Estellés-Arolas, Enrique; González-Ladrón-de-Guevara, Fernando Journal of Information Science, Vol. 38, Issue 2 https://doi.org/10.1177/0165551512437638	journal	February 2012
Online public communications by police & fire services during the 2012 Hurricane Sandy Hughes, Amanda L.; St. Denis, Lise A. A.; Palen, Leysia Proceedings of the 32nd annual ACM conference on Human factors in computing systems - CHI '14 https://doi.org/10.1145/2556288.2557227	conference	January 2014
Emergency knowledge management and social media technologies: A case study of the 2010 Haitian earthquake Yates, Dave; Paquette, Scott International Journal of Information Management, Vol. 31, Issue 1 https://doi.org/10.1016/j.ijinfomgt.2010.10.001	journal	February 2011
Social media and disasters: a functional framework for social media use in disaster planning, response, and research Houston, J. Brian; Hawthorne, Joshua; Perreault, Mildred F. Disasters, Vol. 39, Issue 1 https://doi.org/10.1111/disa.12092	journal	September 2014
Rapid assessment of disaster damage using social media activity Kryvasheyeu, Yury; Chen, Haohui; Obradovich, Nick Science Advances, Vol. 2, Issue 3 https://doi.org/10.1126/sciadv.1500779	journal	March 2016
Communicating on Twitter during a disaster: An analysis of tweets during Typhoon Haiyan in the Philippines Takahashi, Bruno; Tandoc, Edson C.; Carmichael, Christine Computers in Human Behavior, Vol. 50 https://doi.org/10.1016/j.chb.2015.04.020	journal	September 2015
Assuring the quality of volunteered geographic information Goodchild, Michael F.; Li, Linna Spatial Statistics, Vol. 1 https://doi.org/10.1016/j.spasta.2012.03.002	journal	May 2012
Risk Communication: An Emerging Area of Health Communication Research Covello, Vincent T. Annals of the International Communication Association, Vol. 15, Issue 1 https://doi.org/10.1080/23808985.1992.11678816	journal	January 1992
Obtaining High-Quality Relevance Judgments Using Crowdsourcing Vuurens, Jeroen B. P.; de Vries, Arjen P. IEEE Internet Computing, Vol. 16, Issue 5 https://doi.org/10.1109/MIC.2012.71	journal	September 2012
The Evolving Role of the Public Information Officer: An Examination of Social Media in Emergency Management Hughes, Amanda L.; Palen, Leysia Journal of Homeland Security and Emergency Management, Vol. 9, Issue 1 https://doi.org/10.1515/1547-7355.1976	journal	January 2012
From Frequency to Meaning: Vector Space Models of Semantics Turney, P. D.; Pantel, P. Journal of Artificial Intelligence Research, Vol. 37 https://doi.org/10.1613/jair.2934	journal	January 2010
Quantifying the Digital Traces of Hurricane Sandy on Flickr Preis, Tobias; Moat, Helen Susannah; Bishop, Steven R. Scientific Reports, Vol. 3, Issue 1 https://doi.org/10.1038/srep03141	journal	November 2013
Emergency knowledge management and social media technologies: A case study of the 2010 Haitian earthquake: Emergency Knowledge Management and Social Media Technologies: A Case Study of the 2010 Haitian Earthquake Yates, Dave; Paquette, Scott Proceedings of the American Society for Information Science and Technology, Vol. 47, Issue 1 https://doi.org/10.1002/meet.14504701243	journal	November 2010
Risk communication Ahlquist, James AO Clinical Medicine, Vol. 5, Issue 6 https://doi.org/10.7861/clinmedicine.5-6-661a	journal	November 2005
Social Science Research Needs for the Hurricane Forecast and Warning System Gladwin, Hugh; Lazo, Jeffrey K.; Morrow, Betty Hearn Bulletin of the American Meteorological Society, Vol. 90, Issue 1 https://doi.org/10.1175/2008bams2606.1	journal	January 2009

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97 MATHEMATICS AND COMPUTING
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Title: Assessing relevance of tweets for risk communication

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