Enforcing asymptotic behavior with DNNs for approximation and regression in finance

Hardik Routray, Bernhard Hientzsch

We propose a simple methodology to approximate functions with given asymptotic behavior by specifically constructed terms and an unconstrained deep neural network (DNN). The method…