Learning with Expected Signatures: Theory and Applications

Lorenzo Lucchese, Mikko S. Pakkanen, Almut E. D. Veraart

The expected signature maps a collection of data streams to a lower dimensional representation, with a remarkable property: the resulting feature tensor can fully characterize the…