Computer Science · Genetic Algorithms
What is the primary conceptual difference between the roles of the Crossover and Mutation operators in regulating the search process of a Genetic Algorithm?
Verified Solution4 OptionsUpdated: October 2026👁️1 View
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- 1Crossover optimizes the fitness function directly, while Mutation optimizes the selection process
- 2Crossover preserves the population size, while Mutation controls the generation count
- 3Crossover introduces random noise (Exploration), while Mutation combines structural information (Exploitation)
- 4Crossover promotes local search (Exploitation), while Mutation promotes global search (Exploration)✓
Correct answer
Crossover promotes local search (Exploitation), while Mutation promotes global search (Exploration)
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