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Identifying Terrorism-Related Key Actors in Multidimensional Social Networks

Authors: George Kalpakis; Theodora Tsikrika; Stefanos Vrochidis; Ioannis Kompatsiaris;

Identifying Terrorism-Related Key Actors in Multidimensional Social Networks

Abstract

Identifying terrorism-related key actors in social media is of vital signi cance for law enforcement agencies and social media organizations in their e ort to counter terrorism-related online activities. This work proposes a novel framework for the identi cation of key actors in multidimensional social networks formed by considering several dfferent types of user relationships/interactions in social media. The framework is based on a mechanism which maps the multidimensional network to a single-layer network, where several centrality measures can then be employed for detecting the key actors. The effectiveness of the proposed framework for each centrality measure is evaluated by using well-established precision-oriented evaluation metrics against a ground truth dataset, and the experimental results indicate the promising performance of our key actor identi cation framework.

Keywords

multidimensional social networks, key actors, centrality measures, online terrorism

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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