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December 13, 20232 citationsOpen Access

On an Extension of the Friedkin-Johnsen Model: The Effects of a Homophily-Based Influence Matrix

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GDGiorgia DisaròMVMaria Elena Valcher

Key Points

  • This work aims to extend the Friedkin-Johnsen model to include homophily mechanisms, examining how these affect mutual appraisals among agents.
  • Proposed a new model consisting of two difference equations to depict opinion evolution and influence matrix updates.
  • Analyzed conditions for asymptotic convergence to a constant solution in the time-varying Friedkin-Johnsen model.
  • The extended model ensures asymptotic convergence for a single discussion topic, confirming limit behavior can be derived in closed form.

Abstract

In this paper we propose an extended version of the Friedkin-Johnsen (FJ) model that accounts for the effects of homophily mechanisms on the agents' mutual appraisals. The proposed model consists of two difference equations. The first one describes the opinions' evolution, namely how agents modify their opinions taking into account both their personal beliefs and the influences of other agents, as in the standard FJ model. Meanwhile, the second equation models how the influence matrix involved in the opinion formation process updates according to a homophily mechanism, by allowing both positive and negative appraisals. We derive necessary and sufficient conditions for the proposed time-varying version of the classical FJ model to asymptotically converge to a constant solution. In the case of a single discussion topic, asymptotic convergence is always ensured and the limit behavior of the system is derived in closed form.

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Cite This Study

Disarò et al. (2023) studied this question.

synapsesocial.com/papers/6a0ecd32a14f152feaf9dc50https://doi.org/10.1109/cdc49753.2023.10383235
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