Semantic-Based Subtree Crossover Applied to Dynamic Problems
Nguyen Quang Uy, Eoin Murphy, Michael O’Neill, Nguyễn Xuân Hoài · 2011
Although many real world problems are dynamic in nature, the study of Genetic Programming in dynamic environments is still immature. This paper investigates the application of some recently proposed semantic-based crossover operators on a series of dynamic problems. The operators studied include Semantic Similarity based Crossover and the Most Semantic Similarity based Crossover. The experimental results show the advantage of using semantic-based crossovers when tackling dynamic problems.