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Du C, Lu Y, Zhang Y, Shen C, Shi L, Guo H. Replicator-mutator dynamics with evolutionary public goods game-environmental feedbacks. CHAOS (WOODBURY, N.Y.) 2024; 34:043114. [PMID: 38572947 DOI: 10.1063/5.0200761] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Accepted: 03/08/2024] [Indexed: 04/05/2024]
Abstract
Feedback loops between strategies and the environment are commonly observed in socio-ecological, evolution-ecological, and psychology-economic systems. However, the impact of mutations in these feedback processes is often overlooked. This study proposes a novel model that integrates the public goods game with environmental feedback, considering the presence of mutations. In our model, the enhancement factor of the public goods game combines positive and negative incentives from the environment. By employing replicator-mutator (RM) equations, we provide an objective understanding of the system's evolutionary state, focusing on identifying conditions that foster cooperation and prevent the tragedy of the commons. Specifically, mutations play a crucial role in the RM dynamics, leading to the emergence of an oscillatory tragedy of the commons. By verifying the Hopf bifurcation condition, we establish the existence of a stable limit cycle, providing valuable insights into sustained oscillation strategies. Moreover, the feedback mechanism inherent in the public goods game model offers a fresh perspective on effectively addressing the classic dilemma of the tragedy of the commons.
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Affiliation(s)
- Chunpeng Du
- School of Mathematics, Kunming University, Kunming, Yunnan 650214, China
| | - Yikang Lu
- School of Statistics and Mathematics, Yunnan University of Finance and Economics, Kunming, Yunnan 650221, China
| | - Yali Zhang
- School of Statistics and Mathematics, Yunnan University of Finance and Economics, Kunming, Yunnan 650221, China
| | - Chen Shen
- Faculty of Engineering Sciences, Kyushu University, Fukuoka 816-8580, Japan
| | - Lei Shi
- School of Statistics and Mathematics, Yunnan University of Finance and Economics, Kunming, Yunnan 650221, China
- Interdisciplinary Research Institute of Data Science, Shanghai Lixin University of Accounting and Finance, Shanghai 201209, China
| | - Hao Guo
- Department of Computer Science and Technology, Tsinghua University, Beijing 100084, China
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2
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Shen A, Gao Z, Gao X, Cui D. The evolutionary extortion game of multiple groups in hypernetworks. Sci Rep 2022; 12:20953. [PMID: 36471096 PMCID: PMC9723122 DOI: 10.1038/s41598-022-25294-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2022] [Accepted: 11/28/2022] [Indexed: 12/12/2022] Open
Abstract
As a type of zero-determinant strategies, the extortion strategy was found to be an evolutionarily stable strategy in structural groups. However, instead of complex networks structure, this paper focus on a multi-group game in hypernetworks, using the framework of a gift giving game driven by replicator-like dynamics. We find that the extortion is evolutionarily stable in the hypernetwork structure. The extortion game in hypernetworks can promote the emergence of the cooperative behavior compared to the traditional dual-strategy game and the extortion game in complex networks. The results show that the cooperation behavior attracts most of the groups for the smaller benefit value. With the increase of benefit value, cooperators turn into defectors and extortioners, but cooperation behavior still survives in hypernetworks under extreme conditions. Moreover, small-scale groups are more conducive to cooperation.
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Affiliation(s)
- Aizhong Shen
- grid.440674.50000 0004 1757 4908College of Business Administration, Chaohu University, Hefei, 238000 Anhui Province People’s Republic of China
| | - Zilin Gao
- grid.411581.80000 0004 1790 0881School of Computer Science and Engineering, Chongqing Three Gorges University, Chongqing, 404120 People’s Republic of China
| | - Xiang Gao
- grid.469163.f0000 0004 0431 6539Faculty of Professional Finance and Accountancy, Shanghai Business School, Shanghai, 200235 People’s Republic of China
| | - Dan Cui
- grid.412542.40000 0004 1772 8196School of Management, Shanghai University of Engineering Science, Shanghai, 201620 People’s Republic of China
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3
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Miyagawa D, Mamiya A, Ichinose G. Adapting paths against zero-determinant strategies in repeated prisoner's dilemma games. J Theor Biol 2022; 549:111211. [PMID: 35810777 DOI: 10.1016/j.jtbi.2022.111211] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Revised: 06/23/2022] [Accepted: 06/28/2022] [Indexed: 10/17/2022]
Abstract
Long-term cooperation, competition, or exploitation among individuals can be modeled through repeated games. In repeated games, Press and Dyson discovered zero-determinant (ZD) strategies that enforce a special relationship between two players. This special relationship implies that a ZD player can unilaterally impose a linear payoff relationship to the opponent regardless of the opponent's strategies. A ZD player also has a property that can lead the opponent to an unconditional cooperation if the opponent tries to improve its payoff. This property has been mathematically confirmed by Chen and Zinger. Humans often underestimate a payoff obtained in the future. However, such discounting was not considered in their analysis. Here, we mathematically explored whether a ZD player can lead the opponent to an unconditional cooperation even if a discount factor is incorporated. Specifically, we represented the expected payoff with a discount factor as the form of determinants and calculated whether the values obtained by partially differentiating each factor in the strategy vector become positive. As a result, we proved that the strategy vector ends up as an unconditional cooperation even when starting from any initial strategy. This result was confirmed through numerical calculations. We extended the applicability of ZD strategies to real world problems.
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Affiliation(s)
- Daiki Miyagawa
- Department of Mathematical and Systems Engineering, Shizuoka University, 3-5-1 Johoku, Naka-ku, Hamamatsu 432-8561, Japan.
| | - Azumi Mamiya
- Nagoya Works, Mitsubishi Electric Corporation, 5-1-14, Yada-minami, Higashi-ku, Nagoya 461-8670, Japan
| | - Genki Ichinose
- Department of Mathematical and Systems Engineering, Shizuoka University, 3-5-1 Johoku, Naka-ku, Hamamatsu 432-8561, Japan
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Hu K, Tao Y, Ma Y, Shi L. Peer pressure induced punishment resolves social dilemma on interdependent networks. Sci Rep 2021; 11:15792. [PMID: 34349193 PMCID: PMC8339058 DOI: 10.1038/s41598-021-95303-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Accepted: 07/22/2021] [Indexed: 02/07/2023] Open
Abstract
Despite the fruitful evidence to support the emergence of cooperation, irrational decisions are still an essential part of promoting cooperation. Among the many factors that affect human rational decision-making, peer pressure is unique to social organisms and directly affects individual cooperative behaviors in the process of social interaction. This kind of pressure psychologically forces individuals to behave consistently with their partners, and partners with inconsistent behaviors may suffer psychological blows. As feedback, this psychological harm may in turn affect individual cooperative decisions. There is evidence that when peer pressure exists, partnerships can reduce free-riding in enterprise. Based on interdependent networks, this paper studies the impact of peer pressure on cooperation dynamics when the strategies of corresponding partners from different layers of the networks are inconsistent. We assume that when individuals are under peer pressure, their payoffs will be compromised. The simulation results show that the punishment effect will force the expulsion of partners with different strategies, which will further reduce the proportion of partners with inconsistent strategies in the system. However, in most cases, only moderate fines are most conductive to the evolution of cooperation, and the punishment mechanisms can effectively promote the interdependent network reciprocity. The results on the small world and random network prove the robustness of the result. In addition, under this mechanism, the greater the payoff dependence between partners, the better the effect of interdependent network reciprocity.
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Affiliation(s)
- Kaipeng Hu
- School of Statistics and Mathematics, Yunnan University of Finance and Economics, Kunming, 650221, China
| | - Yewei Tao
- School of Statistics and Mathematics, Yunnan University of Finance and Economics, Kunming, 650221, China
| | - Yongjuan Ma
- School of Statistics and Mathematics, Yunnan University of Finance and Economics, Kunming, 650221, China
| | - Lei Shi
- School of Statistics and Mathematics, Yunnan University of Finance and Economics, Kunming, 650221, China.
- School of Statistics and Mathematics, Shanghai Lixin University of Accounting and Finance, Shanghai, 201209, China.
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Conditions for the existence of zero-determinant strategies under observation errors in repeated games. J Theor Biol 2021; 526:110810. [PMID: 34119498 DOI: 10.1016/j.jtbi.2021.110810] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2021] [Revised: 06/04/2021] [Accepted: 06/07/2021] [Indexed: 11/24/2022]
Abstract
Repeated games are useful models to analyze long term interactions of living species and complex social phenomena. Zero-determinant (ZD) strategies in repeated games discovered by Press and Dyson in 2012 enforce a linear payoff relationship between a focal player and the opponent. This linear relationship can be set arbitrarily by a ZD player. Hence, a subclass of ZD strategies can fix the opponent's expected payoff and another subclass of the strategies can exceed the opponent for the expected payoff. Since this discovery, theories for ZD strategies are extended to cope with various natural situations. It is especially important to consider the theory of ZD strategies for repeated games with a discount factor and observation errors because it allows the theory to be applicable in the real world. Recent studies revealed their existence of ZD strategies even in repeated games with both factors. However, the conditions for the existence has not been sufficiently analyzed. Here, we mathematically analyzed the conditions in repeated games with both factors. First, we derived the thresholds of a discount factor and observation errors which ensure the existence of Equalizer and positively correlated ZD (pcZD) strategies, which are well-known subclasses of ZD strategies. We found that ZD strategies exist only when a discount factor remains high as the error rates increase. Next, we derived the conditions for the expected payoff of the opponent enforced by Equalizer as well as the conditions for the slope and base line payoff of linear lines enforced by pcZD. As a result, we found that, as error rates increase or a discount factor decreases, the conditions for the linear line that Equalizer or pcZD can enforce become strict.
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Fu Y, Zhang Y, Guo Y, Xie Y. Evolutionary dynamics of cooperation with the celebrity effect in complex networks. CHAOS (WOODBURY, N.Y.) 2021; 31:013130. [PMID: 33754779 DOI: 10.1063/5.0033335] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/15/2020] [Accepted: 12/28/2020] [Indexed: 06/12/2023]
Abstract
How long-term cooperation is maintained in a society is an important and interesting question. The evolutionary game theory is often used as the basic framework to study this topic. The social status of game participants has an important influence on individual decision-making. Enlightened by this thought, we present a classification imitation model where the mechanisms of the celebrity effect and incomplete egoism are presented. The celebrity effect is reflected in each strategy update process to probe how individual decision-making is dynamically adjusted by comparing the social status of both parties in the game. The incomplete egoism refers to the irrational imitation of celebrities while self-interest is ignored. With this model, the group cooperation decision-making mechanism led by celebrities is revealed. Large-scale Monte Carlo simulations show that the incomplete egoism of individuals cannot stimulate cooperation but guarantee the stable existence of cooperation. Furthermore, the scale-free and community structure of the network enables cooperation to spread widely and maintains long-term survival. Our conclusion might provide practically new insight into the understanding and controlling of cooperation in the complex social systems.
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Affiliation(s)
- Yanyu Fu
- School of Business, Tianjin University of Finance and Economics, Tianjin 300222, China
| | - Yan Zhang
- School of Systems Science, Beijing Normal University, Beijing 100875, China
| | - Yu Guo
- Software Institute, Nanjing University, Nanjing 210093, China
| | - Yunya Xie
- Coordinated Innovation Center for Computable Modeling in Management Science, Tianjin University of Finance and Economics, Tianjin 300222, China
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Su H, Wang X, Zeng Z. Consensus of Second-Order Hybrid Multiagent Systems by Event-Triggered Strategy. IEEE TRANSACTIONS ON CYBERNETICS 2020; 50:4648-4657. [PMID: 31722505 DOI: 10.1109/tcyb.2019.2948209] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
In this article, an event-triggered method is proposed to solve the consensus of the second-order hybrid multiagent systems (MASs), which contain discrete-time and continuous-time individuals. First, we give a selection criteria of the coupling gains, the eigenvalues of communication topology, and the event-triggered sampling interval to guarantee the hybrid consensus, which have an impact on system stability, due to the interaction and co-existence of discrete-time and continuous-time individuals. Second, the hybrid second-order consensus under the event-triggered strategy is proven, where the agents communicate with their neighbors and update their controllers only at the triggered instants. Finally, we give some simulation examples to prove the validity of the main results.
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8
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Mamiya A, Ichinose G. Zero-determinant strategies under observation errors in repeated games. Phys Rev E 2020; 102:032115. [PMID: 33075945 DOI: 10.1103/physreve.102.032115] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Accepted: 08/25/2020] [Indexed: 05/08/2023]
Abstract
Zero-determinant (ZD) strategies are a novel class of strategies in the repeated prisoner's dilemma (RPD) game discovered by Press and Dyson. This strategy set enforces a linear payoff relationship between a focal player and the opponent regardless of the opponent's strategy. In the RPD game, games with discounting and observation errors represent an important generalization, because they are better able to capture real life interactions which are often noisy. However, they have not been considered in the original discovery of ZD strategies. In some preceding studies, each of them has been considered independently. Here, we analytically study the strategies that enforce linear payoff relationships in the RPD game considering both a discount factor and observation errors. As a result, we first reveal that the payoffs of two players can be represented by the form of determinants as shown by Press and Dyson even with the two factors. Then, we search for all possible strategies that enforce linear payoff relationships and find that both ZD strategies and unconditional strategies are the only strategy sets to satisfy the condition. We also show that neither Extortion nor Generous strategies, which are subsets of ZD strategies, exist when there are errors. Finally, we numerically derive the threshold values above which the subsets of ZD strategies exist. These results contribute to a deep understanding of ZD strategies in society.
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Affiliation(s)
- Azumi Mamiya
- Department of Mathematical and Systems Engineering, Shizuoka University, Hamamatsu 432-8561, Japan
| | - Genki Ichinose
- Department of Mathematical and Systems Engineering, Shizuoka University, Hamamatsu 432-8561, Japan
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9
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Wei Y, Lin Y, Wu B. Vaccination dilemma on an evolving social network. J Theor Biol 2019; 483:109978. [DOI: 10.1016/j.jtbi.2019.08.009] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Revised: 08/02/2019] [Accepted: 08/08/2019] [Indexed: 12/15/2022]
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10
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Strategies that enforce linear payoff relationships under observation errors in Repeated Prisoner’s Dilemma game. J Theor Biol 2019; 477:63-76. [DOI: 10.1016/j.jtbi.2019.06.009] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2019] [Revised: 05/24/2019] [Accepted: 06/11/2019] [Indexed: 11/23/2022]
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11
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Timescale diversity facilitates the emergence of cooperation-extortion alliances in networked systems. Neurocomputing 2019. [DOI: 10.1016/j.neucom.2019.03.057] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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12
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Long M, Su H, Wang X, Liu B. Controllability of heterogeneous multiagent systems with two-time-scale feature. CHAOS (WOODBURY, N.Y.) 2019; 29:043116. [PMID: 31042957 DOI: 10.1063/1.5090319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/26/2019] [Accepted: 03/25/2019] [Indexed: 06/09/2023]
Abstract
In this paper, we investigate the controllability problems for heterogeneous multiagent systems (MASs) with two-time-scale feature under fixed topology. Firstly, the heterogeneous two-time-scale MASs are modeled by singular perturbation system with a singular perturbation parameter, which distinguishes fast and slow subsystems evolving on two different time scales. Due to the ill-posedness problems caused by the singular perturbation parameter, we analyze the two-time-scale MASs via the singular perturbation method, instead of the general methods. Then, we split the heterogeneous two-time-scale MASs into slow and fast subsystems to eliminate the singular perturbation parameter. Subsequently, according to the matrix theory and the graph theory, we propose some necessary/sufficient criteria for the controllability of the heterogeneous two-time-scale MASs. Lastly, we give some simulation and numerical examples to demonstrate the effectiveness of the proposed theoretical results.
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Affiliation(s)
- Mingkang Long
- School of Artificial Intelligence and Automation, Image Processing and Intelligent Control Key Laboratory of Education Ministry of China, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan 430074, China
| | - Housheng Su
- School of Artificial Intelligence and Automation, Image Processing and Intelligent Control Key Laboratory of Education Ministry of China, Huazhong University of Science and Technology, Luoyu Road 1037, Wuhan 430074, China
| | - Xiaoling Wang
- School of Automation, Nanjing University of Posts and Telecommunications, Nanjing 210023, China
| | - Bo Liu
- College of Science, North China University of Technology, Beijing 100144, China
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Mao Y, Xu X, Rong Z, Wu ZX. The emergence of cooperation-extortion alliance on scale-free networks with normalized payoff. ACTA ACUST UNITED AC 2018. [DOI: 10.1209/0295-5075/122/50005] [Citation(s) in RCA: 38] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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14
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Engel A, Feigel A. Single equalizer strategy with no information transfer for conflict escalation. Phys Rev E 2018; 98:012415. [PMID: 30110774 DOI: 10.1103/physreve.98.012415] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2018] [Indexed: 06/08/2023]
Abstract
In an iterated two-person game, for instance prisoner's dilemma or the snowdrift game, there exist strategies that force the payoffs of the opponents to be equal. These equalizer strategies form a subset of the more general zero-determinant strategies that unilaterally set the payoff of an opponent. A challenge in the attempts to understand the role of these strategies in the evolution of animal behavior is the lack of iterations in the fights for mating opportunities or territory control. We show that an arbitrary two-parameter strategy may possess a corresponding equalizer strategy which produces the same result: statistics of the fight outcomes in the contests with competitors are the same for each of these two strategies. Therefore, analyzing only the equalizer strategy space may be sufficient to predict animal behavior if nature, indeed, reduces (marginalizes) complex strategies to equalizer strategy space. The work's main finding is that there is a unique equalizer strategy that predicts fight outcomes without symmetric cooperation responses. The lack of symmetric cooperation responses is a common trait in conflict escalation contests that generally require a clear winner. In addition, this unique strategy does not assess information of the opponent's state. The method bypasses the standard analysis of evolutionary stability. The results fit well the observations of combat between male bowl and doily spiders and support an empirical assumption of the war of attrition model that the species use only information regarding their own state during conflict escalation.
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Affiliation(s)
- A Engel
- Physics Department, Bar Ilan University, Ramat Gan, 5290002 Israel
| | - A Feigel
- Racah Institute of Physics, Hebrew University of Jerusalem, 9190401 Israel
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15
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Ichinose G, Masuda N. Zero-determinant strategies in finitely repeated games. J Theor Biol 2018; 438:61-77. [DOI: 10.1016/j.jtbi.2017.11.002] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2017] [Revised: 11/05/2017] [Accepted: 11/06/2017] [Indexed: 11/25/2022]
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