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Investigating the effectiveness of individuals’ historical memory for the evolution of the prisoner’s dilemma game

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  • Li, Dandan
  • Zhou, Kai
  • Sun, Mei
  • Han, Dun

Abstract

Individual decisions are continuously influenced by a variety of factors such as past experiences, gains, and losses. In this study, we propose an evolutionary prisoner’s dilemma game model that incorporates individuals’ historical memory. We analyze how the proportion of individuals with memory, memory factor, memory length, and fitness sensitivity index impact the cooperative emergence in two types of relational networks. We identify several critical factors that can facilitate cooperation among individuals. Through numerous simulation experiments, our results show that (i) A higher proportion of individuals with memory promotes cooperative behavior in a homogeneous relational network, while the opposite occurs in a heterogeneous relational network. (ii) Individuals who base their strategies solely on recent gains or are too sensitive to fitness changes are not conducive to group cooperation, regardless of the relational network structures. (iii) Individuals who base their strategies on a longer history of gain are more likely to exhibit cooperative behavior in games. (iv) The average cooperative frequency of individuals with memory is higher than that of those without memory when the fitness sensitivity index is lower. Our study provides insights into the role of individuals’ memory and the impact of relational networks on cooperative emergence.

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  • Li, Dandan & Zhou, Kai & Sun, Mei & Han, Dun, 2023. "Investigating the effectiveness of individuals’ historical memory for the evolution of the prisoner’s dilemma game," Chaos, Solitons & Fractals, Elsevier, vol. 170(C).
    • Handle: RePEc:eee:chsofr:v:170:y:2023:i:c:s0960077923003090
    DOI: 10.1016/j.chaos.2023.113408
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    1. Szolnoki, Attila & Chen, Xiaojie, 2022. "Tactical cooperation of defectors in a multi-stage public goods game," Chaos, Solitons & Fractals, Elsevier, vol. 155(C).
    2. Shi, Zhenyu & Wei, Wei & Perc, Matjaž & Li, Baifeng & Zheng, Zhiming, 2022. "Coupling group selection and network reciprocity in social dilemmas through multilayer networks," Applied Mathematics and Computation, Elsevier, vol. 418(C).
    3. EL-Seidy, Essam & Elshobaky, Entisarat.M. & Soliman, Karim.M., 2016. "Two population three-player prisoner’s dilemma game," Applied Mathematics and Computation, Elsevier, vol. 277(C), pages 44-53.
    4. Feng, Tian-Jiao & Fan, Song-Jia & Li, Cong & Tao, Yi & Zheng, Xiu-Deng, 2023. "Noise-induced sustainability of cooperation in Prisoner's Dilemma game," Applied Mathematics and Computation, Elsevier, vol. 438(C).
    5. Unai Alvarez-Rodriguez & Federico Battiston & Guilherme Ferraz Arruda & Yamir Moreno & Matjaž Perc & Vito Latora, 2021. "Evolutionary dynamics of higher-order interactions in social networks," Nature Human Behaviour, Nature, vol. 5(5), pages 586-595, May.
    6. Li, Kun & Mao, Yizhou & Wei, Zhenlin & Cong, Rui, 2021. "Pool-rewarding in N-person snowdrift game," Chaos, Solitons & Fractals, Elsevier, vol. 143(C).
    7. Bahel, Eric & Ball, Sheryl & Sarangi, Sudipta, 2022. "Communication and cooperation in Prisoner's Dilemma games," Games and Economic Behavior, Elsevier, vol. 133(C), pages 126-137.
    8. Jeff Gore & Hyun Youk & Alexander van Oudenaarden, 2009. "Snowdrift game dynamics and facultative cheating in yeast," Nature, Nature, vol. 459(7244), pages 253-256, May.
    9. Szolnoki, Attila & Chen, Xiaojie, 2020. "Gradual learning supports cooperation in spatial prisoner’s dilemma game," Chaos, Solitons & Fractals, Elsevier, vol. 130(C).
    10. Wang, Chaoqian & Szolnoki, Attila, 2022. "Involution game with spatio-temporal heterogeneity of social resources," Applied Mathematics and Computation, Elsevier, vol. 430(C).
    11. Wang, Shengxian & Chen, Xiaojie & Xiao, Zhilong & Szolnoki, Attila, 2022. "Decentralized incentives for general well-being in networked public goods game," Applied Mathematics and Computation, Elsevier, vol. 431(C).
    12. Shu, Feng & Liu, Yaojun & Liu, Xingwen & Zhou, Xiaobing, 2019. "Memory-based conformity enhances cooperation in social dilemmas," Applied Mathematics and Computation, Elsevier, vol. 346(C), pages 480-490.
    13. Shi, Juan & Hu, Die & Tao, Rui & Peng, Yunchen & Li, Yong & Liu, Jinzhuo, 2021. "Interaction between populations promotes cooperation in voluntary prisoner's dilemma," Applied Mathematics and Computation, Elsevier, vol. 392(C).
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