What are the key principles of genetic algorithms?
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What are the key principles of genetic algorithms?
Genetic algorithms are based on principles of natural selection and genetics. They use processes like selection, crossover, and mutation to evolve solutions to problems.
Can you explain how selection works in genetic algorithms?
Selection involves choosing the fittest individuals from a population to reproduce. This ensures that the best solutions are carried forward to the next generation.
What role does mutation play in this process?
Mutation introduces random changes to individuals, which helps maintain genetic diversity and allows the algorithm to explore new solutions.
How do crossover and mutation work together?
Crossover combines parts of two parent solutions to create offspring, while mutation randomly alters these offspring, enhancing exploration of the solution space.
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