is it possible to evaluate each individual in the population using the fitness value without finding the probability as the following pseudo code
For all members of population
sum += fitness ( member)
End for
Loop until new population is full
Do this twice
Number = Random between 0 and sum
Currentfitness = 0.0
For each member in population
Currentfitness += fitness (member)
if Number > Currentfitness then select member
End for
End
Create offspring
End loop
and what the following part of the code do ?
Do this twice
I really confuse how the Roulette Wheel selects pair of parents. can any help ? thanks in advance
The roulette wheel selection method is used for selecting all the individuals for the next generation. It is a popular selection method used in a genetic algorithm. A roulette wheel is constructed from the relative fitness (ratio of individual fitness and total fitness) of each individual.
Rank Selection For example, if the best chromosome fitness is 90% of all the roulette wheel then the other chromosomes will have very few chances to be selected. Rank selection first ranks the population and then every chromosome receives fitness from this ranking. The worst will have fitness 1, second worst 2 etc.
Rank selection is easy to implement when you already know on roulette wheel selection. Instead of using the fitness as probability for getting selected you use the rank. So for a population of N solutions the best solution gets rank N, the second best rank N-1, etc. The worst individual has rank 1.
Number should be less than Currentfitness, otherwise it is heavily biased towards the first member of the population.
Example:
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