Co-evolving networks for opinion and social dynamics in agent-based models
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| Format: | Preprint |
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2024
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| _version_ | 1866909319623081984 |
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| author | Conrad, Nataša Djurdjevac Vu, Nhu Quang Nagel, Sören |
| author_facet | Conrad, Nataša Djurdjevac Vu, Nhu Quang Nagel, Sören |
| contents | The rise of digital social media has strengthened the coevolution of public opinions and social interactions, that shape social structures and collective outcomes in increasingly complex ways. Existing literature often explores this interplay as a one-directional influence, focusing on how opinions determine social ties within adaptive networks. However, this perspective overlooks the intrinsic dynamics driving social interactions, which can significantly influence how opinions form and evolve. In this work, we address this gap, by introducing the co-evolving opinion and social dynamics using stochastic agent-based models. Agents' mobility in a social space is governed by both their social and opinion similarity with others. Similarly, the dynamics of opinion formation is driven by the opinions of agents in their social vicinity. We analyze the underlying social and opinion interaction networks and explore the mechanisms influencing the appearance of emerging phenomena, like echo chambers and opinion consensus. To illustrate the model's potential for real-world analysis, we apply it to General Social Survey data on political identity and public opinion regarding governmental issues. Our findings highlight the model's strength in capturing the coevolution of social connections and individual opinions over time. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2407_00145 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Co-evolving networks for opinion and social dynamics in agent-based models Conrad, Nataša Djurdjevac Vu, Nhu Quang Nagel, Sören Physics and Society Dynamical Systems 91Dxx, 05C82, 37Hxx The rise of digital social media has strengthened the coevolution of public opinions and social interactions, that shape social structures and collective outcomes in increasingly complex ways. Existing literature often explores this interplay as a one-directional influence, focusing on how opinions determine social ties within adaptive networks. However, this perspective overlooks the intrinsic dynamics driving social interactions, which can significantly influence how opinions form and evolve. In this work, we address this gap, by introducing the co-evolving opinion and social dynamics using stochastic agent-based models. Agents' mobility in a social space is governed by both their social and opinion similarity with others. Similarly, the dynamics of opinion formation is driven by the opinions of agents in their social vicinity. We analyze the underlying social and opinion interaction networks and explore the mechanisms influencing the appearance of emerging phenomena, like echo chambers and opinion consensus. To illustrate the model's potential for real-world analysis, we apply it to General Social Survey data on political identity and public opinion regarding governmental issues. Our findings highlight the model's strength in capturing the coevolution of social connections and individual opinions over time. |
| title | Co-evolving networks for opinion and social dynamics in agent-based models |
| topic | Physics and Society Dynamical Systems 91Dxx, 05C82, 37Hxx |
| url | https://arxiv.org/abs/2407.00145 |