DocumentCode
257883
Title
Communicating in a socially-aware network: Impact of relationship types
Author
Guler, Basak ; Varan, Burak ; Tutuncuoglu, Kaya ; Nafea, Mohamed ; Zewail, Ahmed A. ; Yener, Aylin ; Octeau, Damien
Author_Institution
Dept. of Electr. Eng., Pennsylvania State Univ., University Park, PA, USA
fYear
2014
fDate
3-5 Dec. 2014
Firstpage
788
Lastpage
792
Abstract
Communication networks are linked to and influenced by human interactions. Socially-aware systems should integrate these complex relationship patterns in the network design. This paper studies the impact of friendship and antagonistic relationships between individuals on optimal network propagation policies. We develop a network propagation model for signed networks, and determine the optimal policies to influence a target node with an opinion while minimizing the total number of persons against it. We also provide extensions to this problem to elaborate on the impact of network parameters, such as minimum-delay propagation, while limiting the number of persons influenced against the idea before reaching the target. We provide numerical evaluations in a synthetic setup as well as the Epinions online social dataset. We demonstrate that propagation schemes with social and influence-centric constraints should take into account the relationship types in network design.
Keywords
social networking (online); Epinions online social dataset; antagonistic relationships; communication networks; complex relationship patterns; friendship; human interactions; influence-centric constraints; minimum-delay propagation; network design; network propagation model; optimal network propagation policies; relationship types; signed networks; social constraints; socially-aware network; socially-aware systems; Boundary conditions; Communities; Data mining; Delays; Educational institutions; Knowledge discovery; Social network services;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal and Information Processing (GlobalSIP), 2014 IEEE Global Conference on
Conference_Location
Atlanta, GA
Type
conf
DOI
10.1109/GlobalSIP.2014.7032227
Filename
7032227
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