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Solving the Symbolic Regression Problem with Tree-Adjunct Grammar Guided Genetic Programming: The Comparative Results

, , , and . Proceedings of the 2002 Congress on Evolutionary Computation CEC2002, page 1326--1331. IEEE Press, (2002)

Abstract

We show some experimental results of tree-adjunct grammar guided genetic programming 6 (TAG3P) on the symbolic regression problem, a benchmark problem in genetic programming. We compare the results with genetic programming 9 (GP) and grammar guided genetic programming 14 (GGGP). The results show that TAG3P significantly outperforms GP and GGGP on the target functions attempted in terms of probability of success. Moreover, TAG3P still performed well when the structural complexity of the target function was scaled up.

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