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02/09/2023
New directions in the applications of rough path theory
This article provides a concise overview of some of the recent advances ...
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06/21/2021
Neural Controlled Differential Equations for Online Prediction Tasks
Neural controlled differential equations (Neural CDEs) are a continuous-...
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Neural CDEs for Long Time Series via the Log-ODE Method
Neural Controlled Differential Equations (Neural CDEs) are the continuou...
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A Generalised Signature Method for Time Series
The `signature method' refers to a collection of feature extraction tech...
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05/28/2020
Generalised Interpretable Shapelets for Irregular Time Series
The shapelet transform is a form of feature extraction for time series, ...
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