DocumentCode
1881725
Title
Assessing strategies for controlling viral rumor propagation on social media - a simulation approach
Author
Sathanur, Arun V. ; Miao Sui ; Jandhyala, Vikram
Author_Institution
Dept. of Electr. Eng., Univ. of Washington, Seattle, WA, USA
fYear
2015
fDate
14-16 April 2015
Firstpage
1
Lastpage
6
Abstract
Like most cyber-networks, the increasing adoption of social media for a multitude of communication purposes makes them an attractive target for hacking and rumormongering. In this work, two specific strategies to control harmful viral rumor activity are explored via extensive simulations based on probabilistic models. A micro-scale generative model for context-driven viral activity is first presented and analyzed. The first strategy is formulated as the inverse of seeding influential users to achieve maximal content spread. Activity-based centrality computation is explored as the strategy to target context-dependent influential nodes whose messages are probabilistically dropped. The second strategy makes use of a softer approach in which specific agents designated to counter the rumors do so by spreading anti-rumor messages. We also show via simulations that in the event of hacking of social media accounts of highly influential nodes, the first strategy presents a better alternative in controlling the viral rumors.
Keywords
security of data; social networking (online); activity-based centrality computation; antirumor message; context-dependent influential node; context-driven viral activity; cyber-network; micro-scale generative model; rumormongering; social media accounts; viral rumor activity; viral rumor propagation; Color; Computational modeling; Context; Feeds; Probabilistic logic; Stochastic processes; Topology; Centrality; Complex Networks; Control; Generative Models; Influence Ranking; Rumor Propagation; Social Media; Spectral Radius; Stochastic Processes; Virality;
fLanguage
English
Publisher
ieee
Conference_Titel
Technologies for Homeland Security (HST), 2015 IEEE International Symposium on
Conference_Location
Waltham, MA
Print_ISBN
978-1-4799-1736-5
Type
conf
DOI
10.1109/THS.2015.7225278
Filename
7225278
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