Absolute centrality in a signed Friedkin-Johnsen based model: a graphical characterisation of influence
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arXiv
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| Format: | Preprint |
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2024
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| _version_ | 1866909333654077440 |
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| author | Shrinate, Aashi Tripathy, Twinkle |
| author_facet | Shrinate, Aashi Tripathy, Twinkle |
| contents | This paper studies the evolution of opinions governed by a Friedkin Johnsen (FJ) based model in arbitrary network structures with signed interactions. The agents contributing to the opinion formation are characterised as being influential. Initially, the agents are classified as opinion leaders and followers based on network connectivity and the nature of interactions. However, the addition of stubbornness leads to interesting behaviours wherein a non influential agent can now become influential and vice versa. Thereafter, a signal flow graph (SFG) based method is proposed to quantify the influence of an influential agents' opinions. Additionally, it helps illustrate the role played by network topology in shaping the final opinions of the agents. Based on this analysis, the absolute centrality measure is proposed to determine the overall influence of all the agents in the network. Unlike most of the existing measures, it is applicable to any network structure and considers the effect of stubbornness and antagonism. Examples are presented throughout the paper to illustrate and validate these results. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2410_00456 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Absolute centrality in a signed Friedkin-Johnsen based model: a graphical characterisation of influence Shrinate, Aashi Tripathy, Twinkle Systems and Control This paper studies the evolution of opinions governed by a Friedkin Johnsen (FJ) based model in arbitrary network structures with signed interactions. The agents contributing to the opinion formation are characterised as being influential. Initially, the agents are classified as opinion leaders and followers based on network connectivity and the nature of interactions. However, the addition of stubbornness leads to interesting behaviours wherein a non influential agent can now become influential and vice versa. Thereafter, a signal flow graph (SFG) based method is proposed to quantify the influence of an influential agents' opinions. Additionally, it helps illustrate the role played by network topology in shaping the final opinions of the agents. Based on this analysis, the absolute centrality measure is proposed to determine the overall influence of all the agents in the network. Unlike most of the existing measures, it is applicable to any network structure and considers the effect of stubbornness and antagonism. Examples are presented throughout the paper to illustrate and validate these results. |
| title | Absolute centrality in a signed Friedkin-Johnsen based model: a graphical characterisation of influence |
| topic | Systems and Control |
| url | https://arxiv.org/abs/2410.00456 |