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The impact of social learners on collective decision-making across varying interaction ranges

Author

Listed:
  • Wu, Hongshuai
  • Benko, Tina P.
  • Xu, Haojie
  • Zou, Kuan
  • Huang, Changwei

Abstract

The study of the impact of social learners on collective decision-making within a group has attracted considerable attention, but studies considering the influence of social learners on collective performance under different interaction ranges are still limited. In this study, we investigate the collective decision-making dynamics driven by merit and conformity within a structured population with limited interaction ranges. Our numerical simulation results show that when the fraction of social learners surpasses a critical threshold, a bistable state emerges, where the majority may eventually support either the higher- or lower-merit option. Furthermore, the critical threshold of the proportion of social learners is influenced not only by the relative merit of the two options but also by the interaction range of social learners. A larger relative merit leads to a higher critical threshold, while a larger interaction range results in a lower critical threshold.

Suggested Citation

  • Wu, Hongshuai & Benko, Tina P. & Xu, Haojie & Zou, Kuan & Huang, Changwei, 2025. "The impact of social learners on collective decision-making across varying interaction ranges," Chaos, Solitons & Fractals, Elsevier, vol. 194(C).
    • Handle: RePEc:eee:chsofr:v:194:y:2025:i:c:s0960077925001985
    DOI: 10.1016/j.chaos.2025.116185
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    References listed on IDEAS

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    1. Wang, Xiaoyue & He, Zhixue & Shi, Lei, 2024. "Conformity poses a double-edged sword effect on the evolution of cooperation within heterogeneous endowment populations," Chaos, Solitons & Fractals, Elsevier, vol. 182(C).
    2. Buechel, Berno & Hellmann, Tim & Klößner, Stefan, 2015. "Opinion dynamics and wisdom under conformity," Journal of Economic Dynamics and Control, Elsevier, vol. 52(C), pages 240-257.
    3. Zhang, Wei & Brandes, Ulrik, 2023. "Conformity versus credibility: A coupled rumor-belief model," Chaos, Solitons & Fractals, Elsevier, vol. 176(C).
    4. Han, Dun & Sun, Mei, 2014. "Can memory and conformism resolve the vaccination dilemma?," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 415(C), pages 95-104.
    5. Vicky Chuqiao Yang & Mirta Galesic & Harvey McGuinness & Ani Harutyunyan, 2021. "Dynamical system model predicts when social learners impair collective performance," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 118(35), pages 2106292118-, August.
    6. Milch, Kerry F. & Weber, Elke U. & Appelt, Kirstin C. & Handgraaf, Michel J.J. & Krantz, David H., 2009. "From individual preference construction to group decisions: Framing effects and group processes," Organizational Behavior and Human Decision Processes, Elsevier, vol. 108(2), pages 242-255, March.
    7. Zhang, Liming & Huang, Changwei & Li, Haihong & Dai, Qionglin & Yang, Junzhong, 2021. "Cooperation guided by imitation, aspiration and conformity-driven dynamics in evolutionary games," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 561(C).
    8. Lin, Jingyan & Huang, Changwei & Dai, Qionglin & Yang, Junzhong, 2020. "Evolutionary game dynamics of combining the payoff-driven and conformity-driven update rules," Chaos, Solitons & Fractals, Elsevier, vol. 140(C).
    9. Xie, Meiling & Zeng, Ziyan & Li, Yuhan & Feng, Minyu, 2024. "Adherence strategy based on evolutionary games in epidemic spreading," Chaos, Solitons & Fractals, Elsevier, vol. 186(C).
    10. Yang, Zhihu & Li, Zhi & Wang, Long, 2020. "Evolution of cooperation in a conformity-driven evolving dynamic social network," Applied Mathematics and Computation, Elsevier, vol. 379(C).
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