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From Genetic Algorithms...

The ideas behind the genetic programming paradigm stem from the original work of John Holland on genetic algorithms. It has been docuemented that by using genetic algorithms, one can search a solution space in non-linear time, with relative certainty that the final outcome will converge on a near-optimal, global solution.