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Genetic Algorithms - Parent Selection
This taking up of the entire population by one extremely fit solution is known as premature convergence and is an undesirable condition in a GA. The game brings together a lot of internet libraries to pull off what most call imposible. Toggler mini-game from flooble. Very configurable. It is clear that a fitter individual has a greater pie on the wheel and therefore a greater chance of landing in front of the fixed point when the wheel is rotated. This leads to each individual having an almost equal share of the pie like in case of fitness proportionate selection as shown in the following image and hence each individual no matter how fit relative to each other has an approximately same probability of getting selected as a parent. Azizi search engine script PHP 4.
Letter Number (A1Z26) A=1, B=2, C=3
Parent Selection is the process of selecting parents which mate and recombine to create off-springs for the next generation. Parent selection is very crucial to the convergence rate of the GA as good parents drive individuals to a better and fitter solutions. However, care should be taken to prevent one extremely fit solution from taking over the entire population in a few generations, as this leads to the solutions being close to one another in the solution space thereby leading to a loss of diversity.
Maintaining good diversity in the population is extremely crucial for the success of a GA. This taking up of the entire population by one extremely fit solution is known as premature convergence and is an undesirable condition in a GA.
Fitness Proportionate Selection is one of the most popular ways of parent selection. In this every individual can become a parent with a probability which is proportional to its fitness. Therefore, fitter individuals have a higher chance of mating and propagating their features to the next generation.
Therefore, such a selection strategy applies a selection pressure to the more fit individuals in the population, evolving better individuals over time. Consider a circular wheel. The wheel is divided into n pies , where n is the number of individuals in the population.
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