DocumentCode :
2882763
Title :
Detecting unfolding crises with Visual Analytics and Conceptual Maps Emerging phenomena and big data
Author :
Pratt, Simon F. ; Giabbanelli, Philippe J. ; Mercier, Jean-Sebastien
Author_Institution :
Dept. of Political Sci., Univ. of Toronto, Toronto, ON, Canada
fYear :
2013
fDate :
4-7 June 2013
Firstpage :
200
Lastpage :
205
Abstract :
Detecting the emergence of a political crisis is a key goal of security informatics. Big data provides us with valuable information on the many socio-economic indicators of crisis dynamics, ranging from unemployment to the trustworthiness of political institutions. However, it is currently challenging to link information on these factors in order for analysts to assess the possible directions of a conflict. At present, while some solutions offer theoretical frameworks for understanding those indicators in the abstract, these frameworks cannot easily be operationalised to the level needed for automatic processing of big data streams. Alternative solutions do automatically code political events, but only offer a high level picture that cannot support the analysis of deeper conflict processes. In this paper, we combine Visual Analytics with Concept Maps to support analysts in monitoring conflicts. Visual Analytics allows the interactive visual exploration of data, while Concept Maps keep this exploration focused by linking data patterns (e.g., occurrence and frequency of keywords) to underlying dynamics (e.g., coordination of activism, salience of violence). We illustrate the potential of our approach through a discussion of how it could be used to study the on-going Syrian crisis. While this approach still requires validation with analysts, we fully specify the technical structure of our approach and exemplify its use to detect shifts in political stability.
Keywords :
data analysis; data visualisation; pattern recognition; politics; security; social sciences computing; socio-economic effects; Syrian crisis; automatic processing; big data streams; conceptual maps; conflict monitoring; crisis dynamics; data patterns; emerging phenomena; interactive visual data exploration; political crisis emergence detection; political events; political stability; security informatics; socio-economic indicators; unfolding crises detection; visual analytics; Data handling; Data storage systems; Data visualization; Government; Information management; Media; Visual analytics; Civil War; Complex Social Systems; Fuzzy Cognitive Maps; Insurgency; Terrorism Informatics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligence and Security Informatics (ISI), 2013 IEEE International Conference on
Conference_Location :
Seattle, WA
Print_ISBN :
978-1-4673-6214-6
Type :
conf
DOI :
10.1109/ISI.2013.6578819
Filename :
6578819
Link To Document :
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