Deep Learning Algorithms for Hedging with Frictions

Xiaofei Shi, Daran Xu, Zhanhao Zhang

This work studies the deep learning-based numerical algorithms for optimal hedging problems in markets with general convex transaction costs on the trading rates, focusing on their…