A Generalised Signature Method for Multivariate Time Series Feature Extraction

1 June 2020

Papers citing "A Generalised Signature Method for Multivariate Time Series Feature Extraction"

26 / 26 papers shown

Title
Generalised Interpretable Shapelets for Irregular Time Series Patrick Kidger James Morrill Terry Lyons AI4TS 46 7 0 28 May 2020
Neural Controlled Differential Equations for Irregular Time Series Patrick Kidger James Morrill James Foster Terry Lyons AI4TS 101 472 0 18 May 2020
Signature features with the visibility transformation Yue-bo Wu Hao Ni Terrence J. Lyons R. Hudson 119 3 0 08 Apr 2020
Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU Patrick Kidger Terry Lyons 63 84 0 03 Jan 2020
Embedding and learning with signatures Adeline Fermanian 401 62 0 29 Nov 2019
Learning stochastic differential equations using RNN with log signature features Shujian Liao Terry Lyons Weixin Yang Hao Ni 117 43 0 22 Aug 2019
Bayesian Learning from Sequential Data using Gaussian Processes with Signature Covariances Csaba Tóth Harald Oberhauser 36 9 0 19 Jun 2019
Deep Signature Transforms Patrick Kidger Patrick Kidger Imanol Perez Arribas C. Salvi Terry Lyons SLR 144 131 0 21 May 2019
The UEA multivariate time series classification archive, 2018 A. Bagnall Hoang Anh Dau Jason Lines Michael Flynn J. Large A. Bostrom Paul Southam Eamonn Keogh AI4TS 157 427 0 31 Oct 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 305 2,693 0 12 Sep 2018
Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition Pete Warden 76 1,616 0 09 Apr 2018
Sketching the order of events Terry Lyons Harald Oberhauser 36 5 0 31 Aug 2017
A signature-based machine learning model for bipolar disorder and borderline personality disorder Imanol Perez Arribas K. Saunders G. Goodwin Terry Lyons 150 97 0 22 Jul 2017
Developing the Path Signature Methodology and its Application to Landmark-based Human Action Recognition Weixin Yang Terry Lyons Hao Ni Cordelia Schmid Lianwen Jin 172 50 0 13 Jul 2017
Learning to Detect Sepsis with a Multitask Gaussian Process RNN Classifier Joseph D. Futoma S. Hariharan Katherine A. Heller 58 173 0 13 Jun 2017
Online Signature Verification using Recurrent Neural Network and Length-normalized Path Signature Songxuan Lai Lianwen Jin Weixin Yang 139 61 0 19 May 2017
A scalable end-to-end Gaussian process adapter for irregularly sampled time series classification Steven Cheng-Xian Li Benjamin M. Marlin AI4TS BDL 52 87 0 14 Jun 2016
Application of the Signature Method to Pattern Recognition in the CEQUEL Clinical Trial Andrey Kormilitzin K. Saunders P. Harrison J. Geddes Terry Lyons 142 19 0 07 Jun 2016
Recurrent Neural Networks for Multivariate Time Series with Missing Values Zhengping Che S. Purushotham Kyunghyun Cho David Sontag Yan Liu AI4TS 308 1,936 0 06 Jun 2016
A Primer on the Signature Method in Machine Learning I. Chevyrev Andrey Kormilitzin 488 216 0 11 Mar 2016
Kernels for sequentially ordered data Franz J. Király Harald Oberhauser 377 135 0 29 Jan 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,878 0 10 Dec 2015
DeepWriterID: An End-to-end Online Text-independent Writer Identification System Weixin Yang Lianwen Jin Manfei Liu HAI 344 113 0 20 Aug 2015
Should we really use post-hoc tests based on mean-ranks? A. Benavoli Giorgio Corani Francesca Mangili 50 378 0 09 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,039 0 22 Dec 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.0K 23,344 0 03 Jun 2014