Genetic Algorithm
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Questions and Answers

What is the primary function of the fitness function in a genetic algorithm?

To optimize the function, which is also known as the objective function.

What is an individual in the context of a genetic algorithm?

Any point to which the fitness function can be applied.

How does a genetic algorithm differ from a classical optimization algorithm in terms of the sequence of points?

A genetic algorithm generates a population of points at each iteration, whereas a classical algorithm generates a single point.

What is the role of random number generators in a genetic algorithm?

<p>To select the next population in a computation.</p> Signup and view all the answers

How does a genetic algorithm typically converge to a solution?

<p>It takes many function evaluations to converge.</p> Signup and view all the answers

What is the purpose of the fitness function in a genetic algorithm?

<p>To evaluate the quality of each individual in the population.</p> Signup and view all the answers

How does a genetic algorithm differ from a classical optimization algorithm in terms of convergence?

<p>A genetic algorithm may or may not converge to a local or global minimum, whereas a classical algorithm typically converges quickly to a local solution.</p> Signup and view all the answers

What is the format of the fitness function in a genetic algorithm?

<p>A file or anonymous function.</p> Signup and view all the answers

What is the relationship between the fitness function and the objective function in a genetic algorithm?

<p>The fitness function is the same as the objective function.</p> Signup and view all the answers

What is the significance of the population in a genetic algorithm?

<p>The population is used to generate the next generation of individuals through selection and variation.</p> Signup and view all the answers

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