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Questions and Answers
What is the main purpose of using Gray coding in Genetic Algorithms?
What is the main purpose of using Gray coding in Genetic Algorithms?
- To increase the diversity of the population
- To ensure that small changes in the genotype cause small changes in the phenotype (correct)
- To simplify the representation of the genotype
- To speed up the convergence of the algorithm
How does Roulette Wheel Selection work in Genetic Algorithms?
How does Roulette Wheel Selection work in Genetic Algorithms?
- It selects individuals randomly without considering their fitness
- It assigns a probability to each individual based on its fitness (correct)
- It assigns equal probability to each individual in the population
- It selects individuals based on their order in the population
In Genetic Algorithms, what is the function of population initialization?
In Genetic Algorithms, what is the function of population initialization?
- To start with a diverse set of solutions (correct)
- To ensure all individuals have equal fitness
- To ensure that the population converges quickly
- To limit the exploration of the search space
What is the significance of using binary or Gray code representation in Genetic Algorithms?
What is the significance of using binary or Gray code representation in Genetic Algorithms?
How does Gray code representation benefit Genetic Algorithms?
How does Gray code representation benefit Genetic Algorithms?
What role does Roulette Wheel Selection play in Genetic Algorithms?
What role does Roulette Wheel Selection play in Genetic Algorithms?
Why is it important to start with a diverse population in Genetic Algorithms?
Why is it important to start with a diverse population in Genetic Algorithms?
How does Gray coding differ from binary coding in Genetic Algorithms?
How does Gray coding differ from binary coding in Genetic Algorithms?
What is the primary advantage of using Gray code representation in Genetic Algorithms?
What is the primary advantage of using Gray code representation in Genetic Algorithms?
What impact does Roulette Wheel Selection have on Genetic Algorithms?
What impact does Roulette Wheel Selection have on Genetic Algorithms?
Which of the following is NOT a benefit of using Gray code representation in Genetic Algorithms?
Which of the following is NOT a benefit of using Gray code representation in Genetic Algorithms?
What is the main advantage of using Gray coding in Genetic Algorithms?
What is the main advantage of using Gray coding in Genetic Algorithms?
In Genetic Algorithms, what is the primary role of Roulette Wheel Selection?
In Genetic Algorithms, what is the primary role of Roulette Wheel Selection?
Why is it important to start with a diverse population in Genetic Algorithms?
Why is it important to start with a diverse population in Genetic Algorithms?
Which option best describes the impact of Gray code representation on Genetic Algorithms?
Which option best describes the impact of Gray code representation on Genetic Algorithms?
What effect does Roulette Wheel Selection have on Genetic Algorithms?
What effect does Roulette Wheel Selection have on Genetic Algorithms?