6 citations · 6 across the 1 of their papers we have counts for
3 papers
cs.LG2020★ 6 cited
Generalised Interpretable Shapelets for Irregular Time Series
Patrick Kidger, James Morrill, Terry Lyons
The shapelet transform is a form of feature extraction for time series, in which a time series is described by its similarity to each of a collection of `shapelets'. However it has…
cs.LG2019
Universal Approximation with Deep Narrow Networks
Patrick Kidger, Terry Lyons
The classical Universal Approximation Theorem holds for neural networks of arbitrary width and bounded depth. Here we consider the natural `dual' scenario for networks of bounded w…
cs.LG2019
Deep Signature Transforms
Patric Bonnier, Patrick Kidger, Imanol Perez Arribas +2
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…