Deep Hedging. (arXiv:1802.03042v1 [q-fin.CP])

We present a framework for hedging a portfolio of derivatives in the presence of market frictions such as transaction costs, market impact, liquidity constraints or risk limits using modern deep reinforcement machine learning methods.