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A Primer on the Signature Method in Machine Learning

11 March 2016

Papers citing "A Primer on the Signature Method in Machine Learning"

44 / 94 papers shown

Title
From augmented microscopy to the topological transformer: a new approach in cell image analysis for Alzheimer's research Wooseok Jung ViT MedIm 51 0 0 03 Aug 2021
Rough McKean-Vlasov dynamics for robust ensemble Kalman filtering M. Coghi T. Nilssen Nikolas Nusken Sebastian Reich 76 8 0 14 Jul 2021
Approximate Bayesian Computation with Path Signatures Joel Dyer Patrick W Cannon Sebastian M. Schmon 84 15 0 23 Jun 2021
Framing RNN as a kernel method: A neural ODE approach Adeline Fermanian Pierre Marion Jean-Philippe Vert Gérard Biau 67 26 0 02 Jun 2021
ICDAR 2021 Competition on On-Line Signature Verification Ruben Tolosana R. Vera-Rodríguez Carlos Gonzalez-Garcia Julian Fierrez S. Rengifo ... Mohamad Wehbi Dario Zanca Sumaiya Ahmad Sarthak Mishra S. Jabin 59 17 0 01 Jun 2021
Statistical Depth Meets Machine Learning: Kernel Mean Embeddings and Depth in Functional Data Analysis George Wynne Stanislav Nagy 74 6 0 26 May 2021
SigGPDE: Scaling Sparse Gaussian Processes on Sequential Data M. Lemercier C. Salvi Thomas Cass Edwin V. Bonilla Theodoros Damoulas Terry Lyons 55 25 0 10 May 2021
BR-NS: an Archive-less Approach to Novelty Search Achkan Salehi Alexandre Coninx Stéphane Doncieux 62 6 0 08 Apr 2021
Modelling Paralinguistic Properties in Conversational Speech to Detect Bipolar Disorder and Borderline Personality Disorder Bo Wang Yue Wu N. Vaci Maria Liakata Terry Lyons K. Saunders 112 5 0 18 Feb 2021
SK-Tree: a systematic malware detection algorithm on streaming trees via the signature kernel Thomas Cochrane Peter Foster Varun Chhabra M. Lemercier C. Salvi Terry Lyons 67 26 0 16 Feb 2021
Optimisation of Spectral Wavelets for Persistence-based Graph Classification Ka Man Yim Jacob Leygonie 28 5 0 10 Jan 2021
Spectral Analysis of Word Statistics Chaim Even-Zohar Tsviqa Lakrec Ran J. Tessler 33 4 0 01 Dec 2020
An Empirical Study of Representation Learning for Reinforcement Learning in Healthcare Taylor W. Killian Haoran Zhang Jayakumar Subramanian Mehdi Fatemi Marzyeh Ghassemi OffRL 91 37 0 23 Nov 2020
An efficient representation of chronological events in medical texts Andrey Kormilitzin N. Vaci Qiang Liu Hao Ni Goran Nenadic A. Nevado-Holgado 59 2 0 16 Oct 2020
Information Extraction from Swedish Medical Prescriptions with Sig-Transformer Encoder John N. Pougue Biyong Bo Wang Terry Lyons A. Nevado-Holgado MedIm 52 4 0 10 Oct 2020
Learning to Detect Bipolar Disorder and Borderline Personality Disorder with Language and Speech in Non-Clinical Interviews Bo Wang Yue Wu Niall Taylor Terry Lyons Maria Liakata A. Nevado-Holgado K. Saunders 56 14 0 08 Aug 2020
Path Signatures on Lie Groups Darrick Lee Robert Ghrist 55 8 0 02 Jul 2020
A Data-driven Market Simulator for Small Data Environments Hans Bühler Blanka Horvath Terry Lyons Imanol Perez Arribas Ben Wood 76 66 0 21 Jun 2020
Understanding Recurrent Neural Networks Using Nonequilibrium Response Theory Soon Hoe Lim 75 16 0 19 Jun 2020
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections Csaba Tóth Patric Bonnier Harald Oberhauser AI4TS 63 14 0 12 Jun 2020
Conditional Sig-Wasserstein GANs for Time Series Generation Shujian Liao Hao Ni Lukasz Szpruch Magnus Wiese Marc Sabate Vidales Baoren Xiao GAN AI4TS 41 0 0 09 Jun 2020
A Generalised Signature Method for Multivariate Time Series Feature Extraction James Morrill Adeline Fermanian Patrick Kidger Terry Lyons 70 14 0 01 Jun 2020
Neural Controlled Differential Equations for Irregular Time Series Patrick Kidger James Morrill James Foster Terry Lyons AI4TS 106 477 0 18 May 2020
Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU Patrick Kidger Terry Lyons 76 84 0 03 Jan 2020
Embedding and learning with signatures Adeline Fermanian 401 62 0 29 Nov 2019
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 35 0 0 29 Aug 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
Topological Feature Vectors for Chatter Detection in Turning Processes Melih C. Yesilli Firas A. Khasawneh Andreas Otto 32 29 0 21 May 2019
Deep Signature Transforms Patrick Kidger Patrick Kidger Imanol Perez Arribas C. Salvi Terry Lyons SLR 149 131 0 21 May 2019
Offline Writer Identification based on the Path Signature Feature Songxuan Lai Lianwen Jin OffRL 46 11 0 03 May 2019
Named Entity Recognition in Electronic Health Records Using Transfer Learning Bootstrapped Neural Networks Luka Gligic Andrey Kormilitzin Paul W. Goldberg A. Nevado-Holgado 80 83 0 06 Jan 2019
Pull out all the stops: Textual analysis via punctuation sequences Alexandra N. M. Darmon Marya Bazzi S. Howison M. A. Porter 32 11 0 31 Dec 2018
Skeleton-based Gesture Recognition Using Several Fully Connected Layers with Path Signature Features and Temporal Transformer Module Chenyang Li Xin Zhang Lufan Liao Lianwen Jin Weixin Yang SLR 59 43 0 17 Nov 2018
Signature moments to characterize laws of stochastic processes I. Chevyrev Harald Oberhauser 385 111 0 25 Oct 2018
Learning Paths from Signature Tensors Max Pfeffer A. Seigal Bernd Sturmfels 53 27 0 05 Sep 2018
Invariants of multidimensional time series based on their iterated-integral signature J. Diehl Jeremy Reizenstein AI4TS 53 27 0 18 Jan 2018
Detecting early signs of depressive and manic episodes in patients with bipolar disorder using the signature-based model Andrey Kormilitzin K. Saunders Paul J. Harrison J. Geddes Terry Lyons 51 16 0 03 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
Online Signature Verification using Recurrent Neural Network and Length-normalized Path Signature Songxuan Lai Lianwen Jin Weixin Yang 139 61 0 19 May 2017
Toward high-performance online HCCR: a CNN approach with DropDistortion, path signature and spatial stochastic max-pooling Songxuan Lai Lianwen Jin Weixin Yang 62 41 0 24 Feb 2017
Application of the Signature Method to Pattern Recognition in the CEQUEL Clinical Trial Andrey Kormilitzin K. Saunders P. Harrison J. Geddes Terry Lyons 150 19 0 07 Jun 2016
DeepWriterID: An End-to-end Online Text-independent Writer Identification System Weixin Yang Lianwen Jin Manfei Liu HAI 344 113 0 20 Aug 2015
Sparse arrays of signatures for online character recognition Benjamin Graham 211 96 0 01 Aug 2013