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Chaos and unpredictability in evolution of cooperation in continuous time
Taekho You1, Minji Kwon1, Hang-Hyun Jo2,3,4
1Department of Industrial and Management Engineering, Pohang University of Science and Technology, Pohang 37673, Korea.
Evolutionary game theory reveals that cooperation dynamics can become chaotic. Even small mutation rates significantly impact evolutionary paths, amplifying randomness into unpredictable outcomes in the repeated prisoner's dilemma.
Area of Science:
- Evolutionary Game Theory
- Complex Systems Dynamics
- Computational Biology
Background:
- Cooperation is vital but costly, with its evolution depending on the cost-benefit ratio (c).
- Understanding strategy evolution in repeated games like the prisoner's dilemma is crucial.
- Memory-one strategies (e.g., Tit-for-Tat) are foundational in studying cooperation.
Purpose of the Study:
- Investigate the evolutionary dynamics of cooperation under varying cost-benefit ratios (c).
- Analyze the impact of implementation error and mutation on strategy evolution.
- Explore the potential for chaotic dynamics in evolutionary game theory.
Main Methods:
- Simulated replicator dynamics for four memory-one strategies in an infinite population.
- Incorporated implementation error and mutation rates (μ).
- Analyzed a three-dimensional continuous-time dynamical system.
Main Results:
- The system exhibits chaotic behavior via a bifurcation sequence as 'c' varies.
- Mutation rate (μ) influences the bifurcation sequence position, scaling as μ^0.1.
- Demonstrated amplification of microscopic randomness into macroscopic unpredictability.
Conclusions:
- Evolutionary dynamics of cooperation can be highly sensitive and unpredictable.
- Mutation, even at low rates, can have significant non-perturbative effects on evolutionary paths.
- Highlights the complex interplay between strategy, cost-benefit ratios, and random processes in evolution.
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