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Analysis Of The Evolution Of Class Solidification Network Game And Hawk-Dove Game And Simulation Based On RL

Posted on:2024-05-26Degree:MasterType:Thesis
Country:ChinaCandidate:X ZhouFull Text:PDF
GTID:2530307178990939Subject:Statistics
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The intensification of class solidification will lead to the lack of driving force in society.Class solidification can be understood as the equilibrium situation of low mobility formed by the strategic interaction between radical and concession.To explore the causes of class solidification and find measures to promote class mobility,this paper has done two aspects from the perspective of group hawk-dove game.Firstly,based on the asymmetric hawk-dove game,a repeated class competition model is constructed and theoretically analyzed and simulated.(1)Describe different class with different strength values,introduce asymmetric factors μ and unit income m in conflict,build the game model and carry out theoretical analysis;(2)Q-learning method is used to simulate the limited rational group to find the optimization through trial and error,so as to test the explanatory power of the model.For the five μ values,20,000 simulations were carried out and repeated for 100 rounds.The results show that the probability of showing the(D,D)situation corresponding to class solidification is inversely proportional to μ and m.(3)In order to promote social mobility,an improved model that μ changes with the reward of the game is tried to be constructed.The experimental results show that the average probability of appearing(D,D)decreases by 11.6%,and class mobility is enhanced.Secondly,the evolution game model of hawk-dove based on complex network is built in the class group and simulated.(1)Choose scale-free and small-world network models according to the characteristics of social groups.(2)Based on these two networks,the classical evolutionary game and the evolutionary game with Q-learning are simulated respectively from the perspectives of individual outward imitation and self-reinforcement.The results show that,judging from the stability of individual strategy choice and final income,the evolution game of hawk-dove with Q-learning in complex network performs better.Self-strengthening of individuals within class groups is the internal driving force for the stable development of society.The research in this paper gives two references for promoting class mobility.
Keywords/Search Tags:Hawk-dove game, Complex network, Q-learning, Evolutionary game, Class solidification
PDF Full Text Request
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