Calibrating the Heston model with deep differential networks

Giovanni Amici, Marco Morandotti, Chen Zhang

We propose a gradient-based deep learning framework to calibrate the Heston option pricing model (Heston, 1993). Our neural network, henceforth deep differential network (DDN), lea…