Before revision:   DL-EVT outperforms traditional Fourier and time series methods, both in-and out-of-sample, by capturing the  nonlinearities in prices.
After revision:  DL-EVT outperforms traditional Fourier and time series methods, both in-and out-of-sample, by capturing the observed nonlinearities in prices.