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Exploration and exploitation are vitally important in optimization algorithms. Exploration refers to the degree that the search extends to a diverse area of the search
Exploration and exploitation are vitally important in optimization algorithms. Exploration refers to the degree that the search extends to a diverse area of the search space. Exploitation refers to an algorithm's ability to converge to a single point in the search space and to refine the solution. Most optimization algorithms have parameters and other mechanisms through which the exploration/exploitation trade-off can be balanced. Explain how you can control the exploration and exploitation characteristics of each of the following algorithms: Genetic Algorithm Differential Evolution Particle Swarm Optimization Ant Colony Optimization for path finding (5) [5] [5] [4]
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