Symbolic Regression for Approximating Analytic Solutions to Differential Equations

Abstract

Approximate analytic expressions are obtained for initial value problems with purely numerical solutions. Symbolic regression was utilized to obtain such analytic expression. For functions that are Lipschitz continuous, results revealed that the maximum absolute error (sup-norm) is bounded.