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Modelling Paralinguistic Properties in Conversational Speech to Detect Bipolar Disorder and Borderline Personality Disorder


Feb 18, 2021
Bo Wang, Yue Wu, Nemanja Vaci, Maria Liakata, Terry Lyons, Kate E A Saunders


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Neural SDEs as Infinite-Dimensional GANs


Feb 06, 2021
Patrick Kidger, James Foster, Xuechen Li, Harald Oberhauser, Terry Lyons


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Information Extraction from Swedish Medical Prescriptions with Sig-Transformer Encoder


Oct 10, 2020
John Pougue Biyong, Bo Wang, Terry Lyons, Alejo J Nevado-Holgado


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"Hey, that's not an ODE": Faster ODE Adjoints with 12 Lines of Code


Sep 20, 2020
Patrick Kidger, Ricky T. Q. Chen, Terry Lyons


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Neural CDEs for Long Time Series via the Log-ODE Method


Sep 17, 2020
James Morrill, Patrick Kidger, Cristopher Salvi, James Foster, Terry Lyons


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Learning to Detect Bipolar Disorder and Borderline Personality Disorder with Language and Speech in Non-Clinical Interviews


Aug 08, 2020
Bo Wang, Yue Wu, Niall Taylor, Terry Lyons, Maria Liakata, Alejo J Nevado-Holgado, Kate E A Saunders


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Computing the full signature kernel as the solution of a Goursat problem


Jun 26, 2020
Thomas Cass, Terry Lyons, Cristopher Salvi, Weixin Yang


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Distribution Regression for Continuous-Time Processes via the Expected Signature


Jun 22, 2020
Maud Lemercier, Cristopher Salvi, Theodoros Damoulas, Edwin V. Bonilla, Terry Lyons


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A Data-driven Market Simulator for Small Data Environments


Jun 21, 2020
Hans Bühler, Blanka Horvath, Terry Lyons, Imanol Perez Arribas, Ben Wood

* 27 pages, 9 figures 

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Anomaly detection on streamed data


Jun 05, 2020
Thomas Cochrane, Peter Foster, Terry Lyons, Imanol Perez Arribas


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A Generalised Signature Method for Time Series


Jun 01, 2020
James Morrill, Adeline Fermanian, Patrick Kidger, Terry Lyons

* 25 pages 

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Generalised Interpretable Shapelets for Irregular Time Series


May 29, 2020
Patrick Kidger, James Morrill, Terry Lyons


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Neural Controlled Differential Equations for Irregular Time Series


May 18, 2020
Patrick Kidger, James Morrill, James Foster, Terry Lyons

* 25 pages 

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Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU


Jan 03, 2020
Patrick Kidger, Terry Lyons


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Learning stochastic differential equations using RNN with log signature features


Sep 22, 2019
Shujian Liao, Terry Lyons, Weixin Yang, Hao Ni


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Universal Approximation with Deep Narrow Networks


May 21, 2019
Patrick Kidger, Terry Lyons

* 18 pages, 3 figures 

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Deep Signatures


May 21, 2019
Patric Bonnier, Patrick Kidger, Imanol Perez Arribas, Cristopher Salvi, Terry Lyons


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Labelling as an unsupervised learning problem


May 30, 2018
Terry Lyons, Imanol Perez Arribas


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A signature-based machine learning model for bipolar disorder and borderline personality disorder


Oct 04, 2017
Imanol Perez Arribas, Kate Saunders, Guy Goodwin, Terry Lyons


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Detecting early signs of depressive and manic episodes in patients with bipolar disorder using the signature-based model


Aug 03, 2017
Andrey Kormilitzin, Kate E. A. Saunders, Paul J. Harrison, John R. Geddes, Terry Lyons

* 12 pages, 3 tables, 10 figures 

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Leveraging the Path Signature for Skeleton-based Human Action Recognition


Jul 13, 2017
Weixin Yang, Terry Lyons, Hao Ni, Cordelia Schmid, Lianwen Jin, Jiawei Chang

* 14 pages, 6 figures 

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Learning Spatial-Semantic Context with Fully Convolutional Recurrent Network for Online Handwritten Chinese Text Recognition


May 25, 2017
Zecheng Xie, Zenghui Sun, Lianwen Jin, Hao Ni, Terry Lyons

* 14 pages, 9 figures 

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