DocumentCode
3079430
Title
Effectiveness of information retraction
Author
Hui, Cindy ; Magdon-Ismail, Malik ; Goldberg, Mark ; Wallace, William A.
Author_Institution
Dept. of Ind. & Syst. Eng., Rensselaer Polytech. Inst., Troy, NY, USA
fYear
2011
fDate
22-24 June 2011
Firstpage
133
Lastpage
137
Abstract
In this work, we study the effectiveness of information retraction in situations where information being spread requires recipients to make a decision or take an action. Consider the scenario where information is introduced into a network, advising recipients to take an action. If at a later time, the information is found to be inaccurate and the action is unnecessary, it becomes a concern to cease the information from spreading any further and stop people from taking the action. The spread of inaccurate information can lead to confusion and mistrust, and therefore it is important to be able to quickly impede or retract inaccurate information, if needed to at a later time. We investigate the idea of introducing counter messages into a network to interfere with an ongoing diffusion and stop the action that was prescribed by the previous messages. These counter messages are diffusive themselves and may spread through the network based on the recipient´s evaluation of the information. We present an empirical framework for modeling the spread of actionable information and information retraction. Using the framework, we perform preliminary experiments to investigate strategies for broadcasting the counter message, in particular, how to identify individuals that should receive the counter message directly from the information source. There is a trade off between a fast effective spread of actionable information and the ability to retract the information. Findings also suggest that alternate strategies will have to be explored to incorporate group structures and the distribution of trust in designing a useful abort mechanism.
Keywords
decision making; information networks; message passing; social networking (online); counter message broadcasting; decision making; information network; information retraction; information source; social networks; Broadcasting; Context; Diseases; Immune system; Radiation detectors; Simulation; Social network services; agent-based simulation; information diffusion; information retraction; social networks;
fLanguage
English
Publisher
ieee
Conference_Titel
Network Science Workshop (NSW), 2011 IEEE
Conference_Location
West Point, NY
Print_ISBN
978-1-4577-1049-0
Type
conf
DOI
10.1109/NSW.2011.6004636
Filename
6004636
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