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2018 | OriginalPaper | Buchkapitel

A Conceptual Framework for Social Movements Analytics for National Security

verfasst von : Pedro Cárdenas, Georgios Theodoropoulos, Boguslaw Obara, Ibad Kureshi

Erschienen in: Computational Science – ICCS 2018

Verlag: Springer International Publishing

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Abstract

Social media tools have changed our world due to the way they convey information between individuals; this has led to many social movements either starting on social media or being organised and managed through this medium. At times however, certain human-induced events can trigger Human Security Threats such as Personal Security, Health Security, Economic Security or Political Security. The aim of this paper is to propose a holistic Data Analysis Framework for examining Social Movements and detecting pernicious threats to National Security interests. As a result of this, the proposed framework focuses on three main stages of an event (Detonating Event, Warning Period and Crisis Interpretation) to provide timely additional insights, enabling policy makers, first responders, and authorities to determine the best course of action. The paper also outlines the possible computational techniques utilised to achieve in depth analysis at each stage. The robustness and effectiveness of the framework are demonstrated by dissecting Warning Period scenarios, from real-world events, where the increase of Human Security aspects were key to identifying likely threats to National Security.

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Literatur
1.
Zurück zum Zitat Ashcroft, M., Fisher, A., Kaati, L., Omer, E., Prucha, N.: Detecting jihadist messages on Twitter. In: European Intelligence and Security Informatics Conference, pp. 161–164 (2015) Ashcroft, M., Fisher, A., Kaati, L., Omer, E., Prucha, N.: Detecting jihadist messages on Twitter. In: European Intelligence and Security Informatics Conference, pp. 161–164 (2015)
2.
Zurück zum Zitat Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent Dirichlet allocation. J. Mach. Learn. Res. 3, 993–1022 (2003)MATH Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent Dirichlet allocation. J. Mach. Learn. Res. 3, 993–1022 (2003)MATH
3.
Zurück zum Zitat Boyd, D., Golder, S., Lotan, G.: Tweet, tweet, retweet: conversational aspects of retweeting on Twitter. In: Hawaii International Conference on System Sciences, pp. 1–10 (2010) Boyd, D., Golder, S., Lotan, G.: Tweet, tweet, retweet: conversational aspects of retweeting on Twitter. In: Hawaii International Conference on System Sciences, pp. 1–10 (2010)
4.
Zurück zum Zitat Castellanos, M., Hsu, M., Dayal, U., Ghosh, R., Dekhil, M., Ceja, C., Puchi, M., Ruiz, P.: Intention insider: discovering people’s intentions in the social channel. In: International Conference on Extending Database Technology, pp. 614–617. ACM (2012) Castellanos, M., Hsu, M., Dayal, U., Ghosh, R., Dekhil, M., Ceja, C., Puchi, M., Ruiz, P.: Intention insider: discovering people’s intentions in the social channel. In: International Conference on Extending Database Technology, pp. 614–617. ACM (2012)
5.
Zurück zum Zitat Castillo, C.: Big Crisis Data: Social Media in Disasters and Time-Critical Situations. Cambridge University Press, Cambridge (2016)CrossRef Castillo, C.: Big Crisis Data: Social Media in Disasters and Time-Critical Situations. Cambridge University Press, Cambridge (2016)CrossRef
6.
Zurück zum Zitat Cohen, K., Johansson, F., Kaati, L., Mork, J.C.: Detecting linguistic markers for radical violence in social media. Terror. Polit. Violence 26, 246–256 (2014)CrossRef Cohen, K., Johansson, F., Kaati, L., Mork, J.C.: Detecting linguistic markers for radical violence in social media. Terror. Polit. Violence 26, 246–256 (2014)CrossRef
7.
Zurück zum Zitat Ferreira, D.E., Barbosa, C.E., Oliveira, J., de Souza, J.M.: Analyzing the collaborative aspects of the future-oriented technology analysis. In: IEEE International Conference on Computer Supported Cooperative Work in Design, pp. 139–144 (2016) Ferreira, D.E., Barbosa, C.E., Oliveira, J., de Souza, J.M.: Analyzing the collaborative aspects of the future-oriented technology analysis. In: IEEE International Conference on Computer Supported Cooperative Work in Design, pp. 139–144 (2016)
8.
Zurück zum Zitat Grun, B., Hornik, K.: Topic models-an R package for fitting topic models. J. Stat. Softw. 40, 1–30 (2011)CrossRef Grun, B., Hornik, K.: Topic models-an R package for fitting topic models. J. Stat. Softw. 40, 1–30 (2011)CrossRef
9.
Zurück zum Zitat Hashimoto, T., Kuboyama, T., Chakraborty, B.: Topic extraction from millions of tweets using singular value decomposition and feature selection. In: Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, pp. 1145–1150 (2015) Hashimoto, T., Kuboyama, T., Chakraborty, B.: Topic extraction from millions of tweets using singular value decomposition and feature selection. In: Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, pp. 1145–1150 (2015)
10.
Zurück zum Zitat Havre, S., Hetzler, B., Nowell, L.: ThemeRiver: visualizing theme changes over time. In: 2000 IEEE Symposium on Information Visualization, pp. 115–123 (2000) Havre, S., Hetzler, B., Nowell, L.: ThemeRiver: visualizing theme changes over time. In: 2000 IEEE Symposium on Information Visualization, pp. 115–123 (2000)
12.
Zurück zum Zitat Levin, B.: English Verb Classes and Alternations: A Preliminary Investigation. Conversation Analysis. The University of Chicago Press, Chicago (1993) Levin, B.: English Verb Classes and Alternations: A Preliminary Investigation. Conversation Analysis. The University of Chicago Press, Chicago (1993)
13.
Zurück zum Zitat Olson, M.: The Logic of Collective Action, Public Goods and the Theory of Groups, p. 7. Harvard University Press, Harvard (2002) Olson, M.: The Logic of Collective Action, Public Goods and the Theory of Groups, p. 7. Harvard University Press, Harvard (2002)
14.
Zurück zum Zitat Perry, R.: What is a Disaster? New Answers to Old Questions, p. 161. Xlibris Corporation, Bloomington (2005) Perry, R.: What is a Disaster? New Answers to Old Questions, p. 161. Xlibris Corporation, Bloomington (2005)
15.
Zurück zum Zitat Purohit, H., Hampton, A., Bhatt, S., et al.: Identifying seekers and suppliers in social media communities to support crisis coordination. Comput. Support. Coop. Work (CSCW) 23, 513–545 (2014)CrossRef Purohit, H., Hampton, A., Bhatt, S., et al.: Identifying seekers and suppliers in social media communities to support crisis coordination. Comput. Support. Coop. Work (CSCW) 23, 513–545 (2014)CrossRef
16.
Zurück zum Zitat Sandoval-Almazan, R., Gil-Garcia, J.R.: Cyberactivism through social media: Twitter, YouTube, and the Mexican political movement “I’m Number 132”. In: Hawaii International Conference on System Sciences, pp. 1704–1713 (2013) Sandoval-Almazan, R., Gil-Garcia, J.R.: Cyberactivism through social media: Twitter, YouTube, and the Mexican political movement “I’m Number 132”. In: Hawaii International Conference on System Sciences, pp. 1704–1713 (2013)
17.
Zurück zum Zitat Sha, Y., Jinsong, Y., Guoray, C.: Detecting public sentiment over PM2.5 pollution hazards through analysis of Chinese microblog. In: International Conference on Information Systems for Crisis Response and Management, University Park, Pennsylvania, USA, pp. 722–726 (2014) Sha, Y., Jinsong, Y., Guoray, C.: Detecting public sentiment over PM2.5 pollution hazards through analysis of Chinese microblog. In: International Conference on Information Systems for Crisis Response and Management, University Park, Pennsylvania, USA, pp. 722–726 (2014)
18.
Zurück zum Zitat Socher, R., Perelygin, A., Wu, J.Y., Chuang, J., Manning, C.D., Ng, A.Y., Potts, C.: Recursive deep models for semantic compositionality over a sentiment treebank. In: Conference on Empirical Methods in Natural Language Processing (2013) Socher, R., Perelygin, A., Wu, J.Y., Chuang, J., Manning, C.D., Ng, A.Y., Potts, C.: Recursive deep models for semantic compositionality over a sentiment treebank. In: Conference on Empirical Methods in Natural Language Processing (2013)
19.
Zurück zum Zitat Soltani, R., Abhari, A.: Identity matching in social media platforms. In: International Symposium on Performance Evaluation of Computer and Telecommunication Systems (SPECTS), pp. 64–70 (2013) Soltani, R., Abhari, A.: Identity matching in social media platforms. In: International Symposium on Performance Evaluation of Computer and Telecommunication Systems (SPECTS), pp. 64–70 (2013)
20.
Zurück zum Zitat Stallings, R.A.: Methods of Disaster Research, pp. 49–55. Xlibris Publishing, Bloomington (2003) Stallings, R.A.: Methods of Disaster Research, pp. 49–55. Xlibris Publishing, Bloomington (2003)
21.
Zurück zum Zitat Cosby, S.L.: Human security concept: the root of U.S. national security and foreign policy. United States Marine Corps, Command and Staff College, Marine Corps Combat Dev, Marine Corps University, South Street, Quantico, VA, p. 9 (2009) Cosby, S.L.: Human security concept: the root of U.S. national security and foreign policy. United States Marine Corps, Command and Staff College, Marine Corps Combat Dev, Marine Corps University, South Street, Quantico, VA, p. 9 (2009)
22.
Zurück zum Zitat Storck, M.: The role of social media in political mobilisation: a case study of the January 2011 Egyptian uprising. University of St Andrews, Scotland, p. 3, December 2011 Storck, M.: The role of social media in political mobilisation: a case study of the January 2011 Egyptian uprising. University of St Andrews, Scotland, p. 3, December 2011
23.
Zurück zum Zitat Sutton, J.N., Spiro, E., Johnson, B., Fitzhugh, S., Greczek, M., Butts, C.: Connected communications: network structures of official communications in a technological disaster. In: International Conference on Information Systems for Crisis Response and Management, pp. 1–10 (2012) Sutton, J.N., Spiro, E., Johnson, B., Fitzhugh, S., Greczek, M., Butts, C.: Connected communications: network structures of official communications in a technological disaster. In: International Conference on Information Systems for Crisis Response and Management, pp. 1–10 (2012)
25.
Zurück zum Zitat United Nations Development Program: Human Development Report, pp. 22–33. Oxford University Press, New York/Oxford (1994) United Nations Development Program: Human Development Report, pp. 22–33. Oxford University Press, New York/Oxford (1994)
26.
Zurück zum Zitat Whiting, A., Williams, D.: Why people use social media: a uses and gratifications approach. Qual. Market Res. Int. J. 16(4), 362–369 (2013)CrossRef Whiting, A., Williams, D.: Why people use social media: a uses and gratifications approach. Qual. Market Res. Int. J. 16(4), 362–369 (2013)CrossRef
Metadaten
Titel
A Conceptual Framework for Social Movements Analytics for National Security
verfasst von
Pedro Cárdenas
Georgios Theodoropoulos
Boguslaw Obara
Ibad Kureshi
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-93698-7_23