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The effect of social tie on information diffusion in complex networks
Social network is an important carrier of information diffusion, and social tie is one of most significant factors between them. To understand the impact of social tie on information dissemination, a dynamical model with social tie strength and self-confirming mechanism is proposed and analyzed in t...
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Published in: | Physica A 2018-11, Vol.509, p.783-794 |
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Main Authors: | , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
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Summary: | Social network is an important carrier of information diffusion, and social tie is one of most significant factors between them. To understand the impact of social tie on information dissemination, a dynamical model with social tie strength and self-confirming mechanism is proposed and analyzed in this paper. Theoretical analysis indicates that the equilibrium of the proposed model is globally asymptotically stable, and social tie plays a key role in information propagation. Finally, some numerical simulations under synthetic networks and a partial Facebook network are given to illustrate the main results.
•This manuscript examines the effect of social tie and network topology on information diffusion.•A novel information propagation model with social tie strength and self-confirming mechanism is proposed and analyzed.•Theoretical and experimental analysis of the proposed model is also examined, from which one can see that the equilibrium is globally asymptotically stable, and social tie plays a key role in information diffusion. |
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ISSN: | 0378-4371 1873-2119 |
DOI: | 10.1016/j.physa.2018.06.063 |