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
Link To Document :
بازگشت