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A signature-based machine learning model for bipolar disorder and
  borderline personality disorder
v1v2 (latest)

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

22 July 2017
Imanol Perez Arribas
K. Saunders
G. Goodwin
Terry Lyons
ArXiv (abs)PDFHTML

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

27 / 27 papers shown
Path Signatures Enable Model-Free Mapping of RNA Modifications
Path Signatures Enable Model-Free Mapping of RNA Modifications
M. Lemercier
Paola Arrubarrena
Salvatore Di Giorgio
Julia Brettschneider
Thomas Cass
...
Alessia Ruggieri
Irem Tellioglu
Chia Ching Wu
F. Nina Papavasiliou
Terry Lyons
148
1
0
12 Nov 2025
Hedging with memory: shallow and deep learning with signatures
Hedging with memory: shallow and deep learning with signatures
Eduardo Abi Jaber
Louis-Amand Gérard
80
1
0
03 Aug 2025
Clustering Digital Assets Using Path Signatures: Application to
  Portfolio Construction
Clustering Digital Assets Using Path Signatures: Application to Portfolio Construction
Hugo Inzirillo
192
2
0
15 Oct 2024
A multivariate spatial regression model using signatures
A multivariate spatial regression model using signatures
Camille Frévent
Issa-Mbenard Dabo
103
2
0
10 Oct 2024
2DSig-Detect: a semi-supervised framework for anomaly detection on image data using 2D-signatures
2DSig-Detect: a semi-supervised framework for anomaly detection on image data using 2D-signatures
Xinheng Xie
Kureha Yamaguchi
Margaux Leblanc
Simon Malzard
Varun Chhabra
Victoria Nockles
Yue-bo Wu
AAML
415
1
0
08 Sep 2024
SigKAN: Signature-Weighted Kolmogorov-Arnold Networks for Time Series
SigKAN: Signature-Weighted Kolmogorov-Arnold Networks for Time Series
Hugo Inzirillo
Remi Genet
366
16
0
25 Jun 2024
Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching
Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching
Fernando Moreno-Pino
Alvaro Arroyo
H. Waldon
Xiaowen Dong
Álvaro Cartea
AI4TS
580
1
0
31 May 2024
Log-PDE Methods for Rough Signature Kernels
Log-PDE Methods for Rough Signature Kernels
M. Lemercier
Terry Lyons
C. Salvi
475
3
0
01 Apr 2024
On the signature of an image
On the signature of an image
J. Diehl
K. Ebrahimi-Fard
Fabian A. Harang
S. Tindel
340
5
0
29 Feb 2024
Novelty Detection on Radio Astronomy Data using Signatures
Novelty Detection on Radio Astronomy Data using Signatures
Paola Arrubarrena
M. Lemercier
Bojan Nikolic
Terry Lyons
Thomas Cass
213
8
0
22 Feb 2024
Sig-Networks Toolkit: Signature Networks for Longitudinal Language
  Modelling
Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling
Talia Tseriotou
Ryan Sze-Yin Chan
Adam Tsakalidis
I. Bilal
E. Kochkina
Terry Lyons
Maria Liakata
166
2
0
06 Dec 2023
Path Development Network with Finite-dimensional Lie Group
  Representation
Path Development Network with Finite-dimensional Lie Group Representation
Han Lou
Siran Li
Hao Ni
235
10
0
02 Apr 2022
Logsig-RNN: a novel network for robust and efficient skeleton-based
  action recognition
Logsig-RNN: a novel network for robust and efficient skeleton-based action recognitionBritish Machine Vision Conference (BMVC), 2021
Shujian Liao
Terry Lyons
Weixin Yang
Kevin Schlegel
Hao Ni
355
21
0
25 Oct 2021
Feature Engineering with Regularity Structures
Feature Engineering with Regularity StructuresJournal of Scientific Computing (J. Sci. Comput.), 2021
I. Chevyrev
A. Gerasimovičs
H. Weber
307
11
0
12 Aug 2021
SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data
SigGPDE: Scaling Sparse Gaussian Processes on Sequential DataInternational Conference on Machine Learning (ICML), 2021
M. Lemercier
C. Salvi
Thomas Cass
Edwin V. Bonilla
Theodoros Damoulas
Terry Lyons
180
29
0
10 May 2021
SK-Tree: a systematic malware detection algorithm on streaming trees via
  the signature kernel
SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernelComputer Science Symposium in Russia (CSR), 2021
Thomas Cochrane
Peter Foster
Varun Chhabra
M. Lemercier
C. Salvi
Terry Lyons
322
29
0
16 Feb 2021
Information Extraction from Swedish Medical Prescriptions with
  Sig-Transformer Encoder
Information Extraction from Swedish Medical Prescriptions with Sig-Transformer EncoderClinical Natural Language Processing Workshop (ClinicalNLP), 2020
John N. Pougue Biyong
Bo Wang
Terry Lyons
A. Nevado-Holgado
MedIm
133
4
0
10 Oct 2020
Learning to Detect Bipolar Disorder and Borderline Personality Disorder
  with Language and Speech in Non-Clinical Interviews
Learning to Detect Bipolar Disorder and Borderline Personality Disorder with Language and Speech in Non-Clinical InterviewsInterspeech (Interspeech), 2020
Bo Wang
Yue Wu
Niall Taylor
Terry Lyons
Maria Liakata
A. Nevado-Holgado
K. Saunders
153
15
0
08 Aug 2020
Path Signatures on Lie Groups
Path Signatures on Lie Groups
Darrick Lee
Robert Ghrist
253
8
0
02 Jul 2020
The Signature Kernel is the solution of a Goursat PDE
The Signature Kernel is the solution of a Goursat PDE
C. Salvi
Thomas Cass
James Foster
Terry Lyons
Weixin Yang
SyDa
857
78
0
26 Jun 2020
A Generalised Signature Method for Multivariate Time Series Feature
  Extraction
A Generalised Signature Method for Multivariate Time Series Feature Extraction
James Morrill
Adeline Fermanian
Patrick Kidger
Terry Lyons
219
14
0
01 Jun 2020
Neural Controlled Differential Equations for Irregular Time Series
Neural Controlled Differential Equations for Irregular Time Series
Patrick Kidger
James Morrill
James Foster
Terry Lyons
AI4TS
461
607
0
18 May 2020
Signatory: differentiable computations of the signature and logsignature
  transforms, on both CPU and GPU
Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPUInternational Conference on Learning Representations (ICLR), 2020
Patrick Kidger
Terry Lyons
191
94
0
03 Jan 2020
Deep Learning for Estimating Synaptic Health of Primary Neuronal Cell
  Culture
Deep Learning for Estimating Synaptic Health of Primary Neuronal Cell Culture
Andrey Kormilitzin
Xinyu Yang
William H. Stone
Caroline Woffindale
Francesca Nicholls
E. Ribe
A. Nevado-Holgado
N. Buckley
160
0
0
29 Aug 2019
Emotion-Recognition Using Smart Watch Sensor Data: Mixed-Design Study
Emotion-Recognition Using Smart Watch Sensor Data: Mixed-Design Study
Juan C. Quiroz
E. Geangu
M. Yong
111
92
0
22 Jun 2018
Developing the Path Signature Methodology and its Application to
  Landmark-based Human Action Recognition
Developing the Path Signature Methodology and its Application to Landmark-based Human Action Recognition
Weixin Yang
Terry Lyons
Hao Ni
Cordelia Schmid
Lianwen Jin
318
58
0
13 Jul 2017
A Primer on the Signature Method in Machine Learning
A Primer on the Signature Method in Machine Learning
I. Chevyrev
Andrey Kormilitzin
682
248
0
11 Mar 2016
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