Hedging with memory: shallow and deep learning with signatures

Eduardo Abi Jaber, Louis-Amand Gérard

We investigate the use of path signatures in a machine learning context for hedging exotic derivatives under non-Markovian stochastic volatility models. In a deep learning setting,…