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I know of various selection operators but I am confused about which is applied to which scenario. For example: Tournament selection: grab a few e. This gives me just one individual. I can use this 25 times to select the 25 individuals 1 , or I can use this twice on the group of selected individuals to select two parents for reproduction 2. Which one is it? Roulette wheel or fitness proportionate selection: grab an individual at random but with probability based on their fitness.
Again: I can use this 25 times to form my pool of selected individuals, or I can use it just twice on that subset of individuals to select the two parents. Which one? Stochastic universal sampling SUS : sample several individuals at equally spaced intervals based on fitness. Here it seems clear I am selecting multiple individuals at once though I suppose it could be "2" , so it seems likely this can be used to form my pool of 25 individuals.
Clearly this can be used to select the pool of 25 individuals e. In general I can apply all of these selection operators to select a large group of individuals, but then I still don't know how to select from that subset two parents to reproduce. Is this secondary selection just random? Or should I take fitness into account again here seems counterproductive, I already selected on fitness previously? Or should I make sure every parent is equally selected?
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