A graph database framework for covert network analysis: An application to the Islamic State network in Europe
This paper proposes a new framework based on graph database theory for encoding complex data on covert networks, mapping their structure and conducting a sensitivity analysis.The framework is then applied to reconstruct the terrorist network of the 2015-2016 attacks in Paris and Brussels, and relate...
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sg-smu-ink.soss_research-33002018-05-04T05:54:31Z A graph database framework for covert network analysis: An application to the Islamic State network in Europe GUTFRAIND, Alexander GENKIN, Michael This paper proposes a new framework based on graph database theory for encoding complex data on covert networks, mapping their structure and conducting a sensitivity analysis.The framework is then applied to reconstruct the terrorist network of the 2015-2016 attacks in Paris and Brussels, and related plots in Europe by the Islamic State group (IS). The resulting network was found to be qualitatively different from the ideologically-related Al-Qaeda network, having a lower secrecy and lower mean degree, under different network-generating assumptions. 2017-10-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/soss_research/2043 info:doi/10.1016/j.socnet.2016.10.004 https://ink.library.smu.edu.sg/context/soss_research/article/3300/viewcontent/A_graph_database_framework_for_covert_network_analysis.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School of Social Sciences eng Institutional Knowledge at Singapore Management University Covert network Terrorist network Graph database Terrorism Islamic State Sociology |
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Covert network Terrorist network Graph database Terrorism Islamic State Sociology GUTFRAIND, Alexander GENKIN, Michael A graph database framework for covert network analysis: An application to the Islamic State network in Europe |
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This paper proposes a new framework based on graph database theory for encoding complex data on covert networks, mapping their structure and conducting a sensitivity analysis.The framework is then applied to reconstruct the terrorist network of the 2015-2016 attacks in Paris and Brussels, and related plots in Europe by the Islamic State group (IS). The resulting network was found to be qualitatively different from the ideologically-related Al-Qaeda network, having a lower secrecy and lower mean degree, under different network-generating assumptions. |
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text |
author |
GUTFRAIND, Alexander GENKIN, Michael |
author_facet |
GUTFRAIND, Alexander GENKIN, Michael |
author_sort |
GUTFRAIND, Alexander |
title |
A graph database framework for covert network analysis: An application to the Islamic State network in Europe |
title_short |
A graph database framework for covert network analysis: An application to the Islamic State network in Europe |
title_full |
A graph database framework for covert network analysis: An application to the Islamic State network in Europe |
title_fullStr |
A graph database framework for covert network analysis: An application to the Islamic State network in Europe |
title_full_unstemmed |
A graph database framework for covert network analysis: An application to the Islamic State network in Europe |
title_sort |
graph database framework for covert network analysis: an application to the islamic state network in europe |
publisher |
Institutional Knowledge at Singapore Management University |
publishDate |
2017 |
url |
https://ink.library.smu.edu.sg/soss_research/2043 https://ink.library.smu.edu.sg/context/soss_research/article/3300/viewcontent/A_graph_database_framework_for_covert_network_analysis.pdf |
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1770573172112883712 |