Universal Approximation of Parametric Optimization via Neural Networks with Piecewise Linear Policy Approximation

Hyunglip Bae, Jang Ho Kim, Woo Chang Kim

Parametric optimization solves a family of optimization problems as a function of parameters. It is a critical component in situations where optimal decision making is repeatedly p…