Data-Informed Model Complexity Metric for Optimizing Symbolic Regression Models

Nathan Haut, Zenas Huang, Adam Alessio

Choosing models from a well-fitted evolved population that generalizes beyond training data is difficult. We introduce a pragmatic method to estimate model complexity using Hessian…