Advancing Scientific Discovery Beyond Closed-Form Equations: A Novel Approach with Shape Arithmetic Expressions

Shape Arithmetic Expressions (SHAREs) combine the flexibility of Generalized Additive Models (GAMs) with the complex feature interactions found in closed-form expressions, providing a unifying framework for both approaches and enabling more effective modeling of empirical relationships that defy concise closed-form representation.