How do standard time series forecasting benchmarks translate to finance? A broad study of risk adjusted performance

Adir Saly-Kaufmann, Kieran Wood, Jan-Peter Calliess +2

Forecasting financial asset returns is challenging due to low signal-to-noise ratios, non-stationarity and heavy-tailed distributions. We benchmark 16 deep learning architectures f…