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The technique applied in the software metrics dataset that has been selected using fitness proportionate selection algorithm.
In our implementation individuals are selected for mating using a fitness proportionate selection [ 31].
end{aligned} (8)In the selection level of the proposed algorithm, this cycle takes place over and over until the defined number of selected solutions is available; this is called fitness proportionate selection or roulette-wheel selection.
Proportionate Selection.
In this paper, we use the fitness proportionate selection (FPS) as the selection operator.
Furthermore, we set steady-state form for population model and fitness proportionate selection policy for parent selection model.
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In fitness-proportionate selection (FPS), 100 DOs were selected where the probability of a DO being selected is directly proportional to its fitness score.
The best solutions are selected for crossover and reproduction using a fitness-proportionate selection technique.
We examine two selection criteria in this study truncation selection (TS) and fitness-proportionate selection (FPS as these have been shown to result in different population dynamics [ 26].
Although fitness gain is observed in every case regardless of the use of truncation selection (TS) or fitness-proportionate selection (FPS), only the use of TS is able to achieve maximum fitness within 200 generations.
As hypothesized, all simulations demonstrated an increase in average population fitness and percentage of DOs achieving maximum fitness regardless of the selection methods used (truncated selection or fitness-proportionate selection) and the complexity of various fitness requirements within 200 generations.
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