Dimitroff, Georgi; Röder, Dirk; Fries, Christian P. - 2018
We use a supervised deep convolution neural network to replicate the calibration of the Heston model to equity volatility surfaces. For this purpose we treat the implied volatility surface together with some auxiliary data, namely the strikes and moneyness of the corresponding options and the...