Alonso, Miquel Noguer i; Agrawal, Himanshu; Srivastava, … - 2022
We explore in this paper the use of deep signature models to predict equity financial time series returns. First, we use signature transformations to model the underlying shape of the input equity returns; further assuming the underlying shape remains the same, we predict future values based on...