Deep signature transforms

The signature is an infinite graded sequence of statistics known to characterise a stream of data up to a negligible equivalence class. It is a transform which has previously been treated as a fixed feature transformation, on top of which a model may be built. We propose a novel approach which combi...

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Bibliographic Details
Main Authors: Bonnier, P, Kidger, P, Perez Arribas, I, Salvi, C, Lyons, T
Format: Conference item
Language:English
Published: Curran Associates 2019