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A microblogging-based approach to terrorism informatics: Exploration and chronicling civilian sentiment and response to terrorism events via Twitter

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Abstract

The study of terrorism informatics utilizing the Twitter microblogging service has not been given apt attention in the past few years. Twitter has been identified as both a potential facilitator and also a powerful deterrent to terrorism. Based on observations of Twitter’s role in civilian response during the recent 2009 Jakarta and Mumbai terrorist attacks, we propose a structured framework to harvest civilian sentiment and response on Twitter during terrorism scenarios. Coupled with intelligent data mining, visualization, and filtering methods, this data can be collated into a knowledge base that would be of great utility to decision-makers and the authorities for rapid response and monitoring during such scenarios. Using synthetic experimental data, we demonstrated that the proposed framework has yielded meaningful graphical visualizations of information, to reveal potential response to terrorist threats. The novelty of this study is that microblogging has never been studied in the domain of terrorism informatics. This paper also contributes to the understanding of the capability of conjoint structured data and unstructured content mining in extracting deep knowledge from noisy twitter messages, through our proposed structured framework.

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Notes

  1. TweetScan (http://www.tweetscan.com) is a third-party Twitter data backup service.

References

  • Beaumont, C. (2008). Mumbai attacks: Twitter and flickr used to break news. The Daily Telegraph.

  • Beutler, L. E., Reyes, G., Franco, Z., & Housley, J. (2006). The need for proficient mental health professionals in the study of terrorism. In B. Bongar (Ed.), Psychology of terrorism (pp. 32–52). Melbourne: Oxford University Press.

    Google Scholar 

  • Bloch, M. & Carter, S. (2009). Twitter chatter during the super bowl. The New York Times. Available from http://www.nytimes.com/interactive/2009/02/02/sports/20090202_superbowl_twitter.html.

  • Boyd, d., Golder, S., & Lotan, G. (2010). Tweet, tweet, retweet: Conversational aspects of retweeting on twitter. In Proc. HICCS-43.

  • Cashmore, P. (2009a). Mashable: Jakarta bombings—Twitter user first on the scene. Available from http://mashable.com/2009/07/16/jakarta-bombings-twitter/.

  • Cashmore, P. (2009b). Mashable: TwitterHIT: Turning Twitter into a junk traffic exchange. Available from http://mashable.com/2009/05/16/twitterhit/.

  • Cheong, M. (2009). ‘What are you Tweeting about?’: A survey of Trending Topics within the Twitter community, Technical Report 2009/251, Clayton School of Information Technology, Monash University.

  • Cheong, M. & Lee, V. (2009). Integrating web-based intelligence retrieval and decision-making from the Twitter Trends knowledge base. In Proc. CIKM 2009 Co-Located Workshops: SWSM 2009, pp. 1–8.

  • Cheong, M. & Lee, V. (2010a). A study on detecting patterns in Twitter intra-topic user and message clustering, to appear in ‘Proc. ICPR 2010’.

  • Cheong, M. & Lee, V. (2010b). Twitmographics: Learning the emergent properties of the Twitter community, to appear in ‘Social Networks Analysis and Mining: foundations and applications’, Vol. (forthcoming), Springer-Verlag.

  • Clark, J. (2009). 9/11 Pager Data Visualization. Available from http://neoformix.com/2009/Sep11PagerData.html.

  • Dearman, D., Kellar, M. & Truong, K. N. (2008). An examination of daily information needs and sharing opportunities. In Proc. CSCW 2008, pp. 679–688.

  • Entous, A. (2009). U.S. military reviews use of Twitter, other sites. Reuters Inc. Available from http://www.reuters.com/article/technologyNews/idUSTRE5735C720090804.

  • Erickson, I. (2008), The translucence of Twitter. In Proc. Ethnographic Praxis in Industry Conference 2008, pp. 58–72.

  • Fleishman, J. (2009). Mideast hanging on every text and tweet from Iran, Los Angeles Times. Available from http://articles.latimes.com/2009/jun/17/world/fg-iran-image17.

  • Goolsby, R. (2009), Lifting elephants: Twitter and blogging in global perspective. In H. Liu (ed.), Social computing and behavioral modeling, Springer-Verlag, pp. 1–7.

  • Guy, M., Earle, P., Ostrum, C., Gruchalla, K. & Horvath, S. (2010). Integration and dissemination of citizen reported and seismically derived earthquake information via social network technologies. In Advances in Intelligent Data Analysis IX, Springer-Verlag, pp. 42–53.

  • Honeycutt, C. & Herring, S. (2009). Beyond microblogging: Conversation and collaboration via Twitter. In Proc. 42nd Hawaii International Conference on System Sciences, pp. 1–10.

  • Huberman, B., Romero, D. & Wu, F. (2008). Social networks that matter: Twitter under the microscope, Technical report, Social Computing Laboratory, HP Labs. Available from http://ssrn.com/abstract=1313405.

  • Hughes, A. & Palen, L. (2009), Twitter adoption and use in mass convergence and emergency events. In Proc. 6th International ISCRAM Conference.

  • Jansen, B. J., Zhang, M., Sobel, K. & Chowdury, A. (2009), Micro-blogging as online word of mouth branding. In Proc. CHI 2009.

  • Java, A., Song, X., Finin, T. & Tsen, B. (2009). Why we Twitter: An analysis of a microblogging community. In Proc. 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis, Springer-Verlag, pp. 118–138.

  • Jungherr, A. (2009). The DigiActive Guide to Twitter for Activism. Available from http://www.digiactive.org/wp-content/uploads/digiactive_twitter_guide_v1-0.pdf.

  • Kohonen, T. (1984). Self-organization and associative memory. Berlin: Springer.

    Google Scholar 

  • Krishnamurthy, B., Gill, P. & Arlitt, M. (2008), A few chirps about Twitter. In ‘Proc. WOSN’08’, pp. 19–24.

  • Makice, K. (2009). Phatics and the design of community. In ‘Proc. CHI 2009’, pp. 3133–3136.

  • Miller, G. A., Beckwith, R., Fellbaum, C., Gross, D., & Miller, K. (1990). WordNet: An on-line lexical database. International Journal of Lexicography, 3, 235–244.

    Article  Google Scholar 

  • Mischaud, E. (2007). Twitter: Expressions of the whole self, Master’s thesis, London School of Economics and Political Science.

  • Musil, S. (2008). U.S. Army warns of Twittering terrorists. CBS Interactive Inc. Available from http://news.cnet.com/8301-1009_3-10075487-83.html.

  • Neria, Y., Suh, E., & Marshall, R. (2004). The professional response to the aftermath of September 11, 2001, in New York City: Lessons learned from treating victims of the World Trade Center attacks. In B. Litz (Ed.), Early intervention for trauma and traumatic loss. New York: Guilford.

    Google Scholar 

  • O’Reilly, T., & Milstein, S. (2009). The Twitter book. Sebastopol: O’Reilly Media, Inc.

    Google Scholar 

  • Pang, B., & Lee, L. (2008). Opinion mining and sentiment analysis, vol 2 of Foundation and Trends in Information Retrieval. Boston: Hanover Publishers Inc.

    Google Scholar 

  • Raymond, M. (2010). How Tweet It Is!: Library Acquires entire Twitter archive: Library of congress blog. Available from http://blogs.loc.gov/loc/2010/04/how-tweet-it-is-library-acquires-entire-twitter-archive/.

  • Relax News (2009). Current Twitter trends: Google Wave. A real wife. Available from http://www.independent.co.uk/news/media/current-twitter-trends-google-wave-a-real-wife-1820222.html.

  • Saputra, A. & Leitsinger, M. (2009). Deadly blasts hit Jakarta hotels. Available from http://edition.cnn.com/2009/WORLD/asiapcf/07/16/indonesia.hotel.explosion/index.html.

  • Shamma, D. A., Kennedy, L., & Churchill, E. F. (2009). Tweet the debates: Understanding community annotation of uncollected sources. In Proc. ACM Multimedia 2009.

  • Starbird, K., Palen, L., Hughes, A., & Vieweg, S. (2010). Chatter on the red: What hazards threat reveals about the social life of microblogged information. In Proc. CSCW 2010.

  • Terdiman, D. (2009). Photo of Hudson River plane crash downs TwitPic. CNET News. Available from http://news.cnet.com/8301-1023_3-10143736-93.html.

  • The Associated Press (2009). Military weighs public outcry on Twitter. Available from http://www.cbsnews.com/stories/2009/08/10/national/main5228836.shtml.

  • The Sunshine Press (2009). WikiLeaks: 9/11 tragedy pager intercepts. Available from http://911.wikileaks.org/.

  • Tien, J. (2005). Viewing urban disruptions from a decision informatics perspective. Journal of Systems Science and Systems Engineering, 14(3), 257–288.

    Article  Google Scholar 

  • Twitter Inc. (2009a). Twitter, Available from http://www.twitter.com.

  • Twitter Inc. (2009b). Twitter API documentation. Available from http://apiwiki.twitter.com/Twitter-API-Documentation.

  • Witten, I. H., & Frank, E. (2005). Data mining: Practical machine learning tools and techniques (2nd ed.). San Francisco: Morgan Kaufmann.

    Google Scholar 

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Correspondence to Marc Cheong.

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Cheong, M., Lee, V.C.S. A microblogging-based approach to terrorism informatics: Exploration and chronicling civilian sentiment and response to terrorism events via Twitter. Inf Syst Front 13, 45–59 (2011). https://doi.org/10.1007/s10796-010-9273-x

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