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Imitation dynamics on networks with incomplete information

Author

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  • Xiaochen Wang

    (Peking University)

  • Lei Zhou

    (Beijing Institute of Technology)

  • Alex McAvoy

    (University of North Carolina at Chapel Hill
    University of North Carolina at Chapel Hill)

  • Aming Li

    (Peking University
    Peking University)

Abstract

Imitation is an important learning heuristic in animal and human societies. Previous explorations report that the fate of individuals with cooperative strategies is sensitive to the protocol of imitation, leading to a conundrum about how different styles of imitation quantitatively impact the evolution of cooperation. Here, we take a different perspective on the personal and external social information required by imitation. We develop a general model of imitation dynamics with incomplete information in networked systems, which unifies classical update rules including the death-birth and pairwise-comparison rule on complex networks. Under pairwise interactions, we find that collective cooperation is most promoted if individuals neglect personal information. If personal information is considered, cooperators evolve more readily with more external information. Intriguingly, when interactions take place in groups on networks with low degrees of clustering, using more personal and less external information better facilitates cooperation. Our unifying perspective uncovers intuition by examining the rate and range of competition induced by different information situations.

Suggested Citation

  • Xiaochen Wang & Lei Zhou & Alex McAvoy & Aming Li, 2023. "Imitation dynamics on networks with incomplete information," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-43048-x
    DOI: 10.1038/s41467-023-43048-x
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    References listed on IDEAS

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    1. Apesteguia, Jose & Huck, Steffen & Oechssler, Jorg, 2007. "Imitation--theory and experimental evidence," Journal of Economic Theory, Elsevier, vol. 136(1), pages 217-235, September.
    2. Lucas Molleman & Pieter van den Berg & Franz J. Weissing, 2014. "Consistent individual differences in human social learning strategies," Nature Communications, Nature, vol. 5(1), pages 1-9, May.
    3. Hisashi Ohtsuki & Christoph Hauert & Erez Lieberman & Martin A. Nowak, 2006. "A simple rule for the evolution of cooperation on graphs and social networks," Nature, Nature, vol. 441(7092), pages 502-505, May.
    4. Martin A. Nowak & Akira Sasaki & Christine Taylor & Drew Fudenberg, 2004. "Emergence of cooperation and evolutionary stability in finite populations," Nature, Nature, vol. 428(6983), pages 646-650, April.
    5. Wang, Chaoqian & Szolnoki, Attila, 2023. "Inertia in spatial public goods games under weak selection," Applied Mathematics and Computation, Elsevier, vol. 449(C).
    6. Benjamin Allen & Gabor Lippner & Yu-Ting Chen & Babak Fotouhi & Naghmeh Momeni & Shing-Tung Yau & Martin A. Nowak, 2017. "Evolutionary dynamics on any population structure," Nature, Nature, vol. 544(7649), pages 227-230, April.
    7. Linda Babcock & George Loewenstein, 1997. "Explaining Bargaining Impasse: The Role of Self-Serving Biases," Journal of Economic Perspectives, American Economic Association, vol. 11(1), pages 109-126, Winter.
    8. Duncan J. Watts & Steven H. Strogatz, 1998. "Collective dynamics of ‘small-world’ networks," Nature, Nature, vol. 393(6684), pages 440-442, June.
    9. Lei Zhou & Bin Wu & Jinming Du & Long Wang, 2021. "Aspiration dynamics generate robust predictions in heterogeneous populations," Nature Communications, Nature, vol. 12(1), pages 1-9, December.
    10. Alex McAvoy & Benjamin Allen & Martin A. Nowak, 2020. "Social goods dilemmas in heterogeneous societies," Nature Human Behaviour, Nature, vol. 4(8), pages 819-831, August.
    11. David Melamed & Ashley Harrell & Brent Simpson, 2018. "Cooperation, clustering, and assortative mixing in dynamic networks," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 115(5), pages 951-956, January.
    12. F. Débarre & C. Hauert & M. Doebeli, 2014. "Social evolution in structured populations," Nature Communications, Nature, vol. 5(1), pages 1-7, May.
    13. Bin Wu & Lei Zhou, 2018. "Individualised aspiration dynamics: Calculation by proofs," PLOS Computational Biology, Public Library of Science, vol. 14(9), pages 1-15, September.
    14. Arunas L. Radzvilavicius & Taylor A. Kessinger & Joshua B. Plotkin, 2021. "Author Correction: Adherence to public institutions that foster cooperation," Nature Communications, Nature, vol. 12(1), pages 1-3, December.
    15. Arunas L. Radzvilavicius & Taylor A. Kessinger & Joshua B. Plotkin, 2021. "Adherence to public institutions that foster cooperation," Nature Communications, Nature, vol. 12(1), pages 1-14, December.
    Full references (including those not matched with items on IDEAS)

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