An economic model of friendship and enmity for measuring social balance in networks

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We propose a dynamic economic model of networks where agents can be friends or enemies with one another. This is a decentralized relationship model in that agents decide whether to change their relationships so as to minimize their imbalanced triads. In this model, there is a single parameter, which we call social temperature, that captures the degree to which agents care about social balance in their relationships. We show that the global structure of relationship configuration converges to a unique stationary distribution. Using this stationary distribution, we characterize the maximum likelihood estimator of the social temperature parameter. Since the estimator is computationally challenging to calculate from real social network datasets, we provide a simple simulation algorithm and verify its performance with real social network datasets. (C) 2017 Elsevier B.V. All rights reserved.
Publisher
ELSEVIER SCIENCE BV
Issue Date
2017-12
Language
English
Article Type
Article
Citation

PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, v.488, pp.205 - 215

ISSN
0378-4371
DOI
10.1016/j.physa.2017.07.012
URI
http://hdl.handle.net/10203/245716
Appears in Collection
MT-Journal Papers(저널논문)
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