LineWalker: Line Search for Black Box Derivative-Free Optimization and Surrogate Model Construction

Dimitri J. Papageorgiou, Jan Kronqvist, Krishnan Kumaran

This paper describes a simple, but effective sampling method for optimizing and learning a discrete approximation (or surrogate) of a multi-dimensional function along a one-dimensi…