Guus Toussaint

Equation Discovery for Classification: Finding Interpretable Symbolic Specifications of the Decision Boundary

This paper introduces Equation Discovery for Classification (EDC), a framework that discovers concise symbolic expressions that explicitly define decision boundaries, and designs a redundancy-aware grammar that balances expressivity and tractability, enabling the discovery of non-linear decision boundaries while mainta...