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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"

50 / 94 papers shown

Title
SHARDeg: A Benchmark for Skeletal Human Action Recognition in Degraded Scenarios Simon Malzard Nitish Mital Richard Walters Victoria Nockles Raghuveer Rao Celso M. De Melo 3DH 136 0 0 23 May 2025
VWAP Execution with Signature-Enhanced Transformers: A Multi-Asset Learning Approach Remi Genet 174 0 0 04 Mar 2025
SigGate: Enhancing Recurrent Neural Networks with Signature-Based Gating Mechanisms Remi Genet Hugo Inzirillo 223 4 0 13 Feb 2025
Transforming CCTV cameras into NO $_2$ sensors at city scale for adaptive policymaking Mohamed Ramzy Ibrahim Terry Lyons 180 0 0 03 Jan 2025
Clustering Digital Assets Using Path Signatures: Application to Portfolio Construction Hugo Inzirillo 121 1 0 15 Oct 2024
Scalable Signature-Based Distribution Regression via Reference Sets Andrew Alden Carmine Ventre Blanka Horvath 132 0 0 11 Oct 2024
Achieving Predictive Precision: Leveraging LSTM and Pseudo Labeling for Volvo's Discovery Challenge at ECML-PKDD 2024 C. Metta Marco Gregnanin Andrea Papini S. Galfrè Andrea Fois F. Morandin M. Fantozzi Maurizio Parton 125 0 0 20 Sep 2024
$Fractional signature: a generalisation of the signature inspired by fractional calculus$ Fractional signature: a generalisation of the signature inspired by fractional calculus J. M. Corcuera Rubén Jiménez 116 0 0 24 Jul 2024
AutoMate: Specialist and Generalist Assembly Policies over Diverse Geometries Bingjie Tang Iretiayo Akinola Jie Xu Bowen Wen Ankur Handa Karl Van Wyk Dieter Fox Gaurav Sukhatme Fabio Ramos Yashraj S. Narang 175 17 0 10 Jul 2024
Explorative Imitation Learning: A Path Signature Approach for Continuous Environments Nathan Gavenski Juarez Monteiro Felipe Meneguzzi Michael Luck Odinaldo Rodrigues 138 0 0 05 Jul 2024
SigKAN: Signature-Weighted Kolmogorov-Arnold Networks for Time Series Hugo Inzirillo Remi Genet 154 12 0 25 Jun 2024
Time topological analysis of EEG using signature theory Stéphane Chrétien Ben Gao Astrid Thébault Guiochon Rémi Vaucher 114 1 0 06 Apr 2024
Log-PDE Methods for Rough Signature Kernels M. Lemercier Terry Lyons C. Salvi 161 3 0 01 Apr 2024
Signature Isolation Forest Guillaume Staerman M. Campi Gareth W. Peters Tomoko Matsui 457 0 0 07 Mar 2024
On the signature of an image J. Diehl K. Ebrahimi-Fard Fabian A. Harang S. Tindel 142 3 0 29 Feb 2024
Theoretical Foundations of Deep Selective State-Space Models Nicola Muca Cirone Antonio Orvieto Benjamin Walker C. Salvi Terry Lyons Mamba 200 32 0 29 Feb 2024
Log Neural Controlled Differential Equations: The Lie Brackets Make a Difference Benjamin Walker Andrew D. McLeod Tiexin Qin Yichuan Cheng Haoliang Li Terry Lyons 149 11 0 28 Feb 2024
Signature Kernel Conditional Independence Tests in Causal Discovery for Stochastic Processes Georg Manten Cecilia Casolo E. Ferrucci Søren Wengel Mogensen C. Salvi Niki Kilbertus CML BDL 203 12 0 28 Feb 2024
Path Signatures and Graph Neural Networks for Slow Earthquake Analysis: Better Together? Hans Riess M. Veveakis Michael M. Zavlanos 128 2 0 05 Feb 2024
Randomized Signature Methods in Optimal Portfolio Selection Erdinç Akyıldırım Matteo Gambara Josef Teichmann Syang Zhou 121 5 0 27 Dec 2023
Path Signature Representation of Patient-Clinician Interactions as a Predictor for Neuropsychological Tests Outcomes in Children: A Proof of Concept Giulio Falcioni A. Georgescu Emilia Molimpakis Lev Gottlieb Taylor Kuhn S. Goria 117 1 0 12 Dec 2023
Signatures Meet Dynamic Programming: Generalizing Bellman Equations for Trajectory Following Motoya Ohnishi Iretiayo Akinola Jie Xu Ajay Mandlekar Fabio Ramos 126 1 0 09 Dec 2023
SigFormer: Signature Transformers for Deep Hedging Anh Tong Thanh Nguyen-Tang Dongeun Lee Toan M. Tran Jaesik Choi AIFin 139 5 0 20 Oct 2023
Gaussian processes based data augmentation and expected signature for time series classification Marco Romito Francesco Triggiano AI4TS 118 0 0 16 Oct 2023
Path Signatures for Seizure Forecasting Jonas F. Haderlein A. Peterson P. Z. Eskikand M. Cook A. Burkitt I. Mareels D. Grayden 142 3 0 18 Aug 2023
Path Signatures for Diversity in Probabilistic Trajectory Optimisation Lucas Barcelos Tin Lai Rafael Oliveira Paulo Borges Fabio Ramos 162 6 0 08 Aug 2023
Sig-Splines: universal approximation and convex calibration of time series generative models Magnus Wiese Phillip Murray R. Korn AI4TS 138 1 0 19 Jul 2023
Early Autism Diagnosis based on Path Signature and Siamese Unsupervised Feature Compressor Zhuowen Yin Xinyao Ding Xin Zhang Zhengwang Wu Liwen Wang Xiangmin Xu Gang Li 116 5 0 12 Jul 2023
On the Generalization and Approximation Capacities of Neural Controlled Differential Equations Linus Bleistein Agathe Guilloux 131 1 0 26 May 2023
The Signature Kernel Darrick Lee Harald Oberhauser 380 10 0 08 May 2023
Feature Engineering Methods on Multivariate Time-Series Data for Financial Data Science Competitions Thomas Wong Mauricio Barahona 130 0 0 26 Mar 2023
Deep incremental learning models for financial temporal tabular datasets with distribution shifts Thomas Wong Mauricio Barahona OOD AIFin AI4TS 126 0 0 14 Mar 2023
G-Signatures: Global Graph Propagation With Randomized Signatures Bernhard Schafl Lukas Gruber Johannes Brandstetter Sepp Hochreiter 125 2 0 17 Feb 2023
New directions in the applications of rough path theory Adeline Fermanian Terry Lyons James Morrill C. Salvi 127 16 0 09 Feb 2023
Learning the Dynamics of Sparsely Observed Interacting Systems Linus Bleistein Adeline Fermanian A. Jannot Agathe Guilloux 146 5 0 27 Jan 2023
Neural SDEs for Conditional Time Series Generation and the Signature-Wasserstein-1 metric Pere Díaz Lozano Toni Lozano Bagén J. Vives GAN AI4TS 138 2 0 03 Jan 2023
Signature-based validation of real-world economic scenarios Hervé Andrès Alexandre Boumezoued B. Jourdain 143 5 0 02 Aug 2022
Optimal Estimation of Generic Dynamics by Path-Dependent Neural Jump ODEs Florian Krach Marc Nübel Josef Teichmann AI4TS 117 2 0 28 Jun 2022
ImageSig: A signature transform for ultra-lightweight image recognition Mohamed Ramzy Ibrahim Terry Lyons VLM 133 7 0 13 May 2022
Learning with Signatures J. Curtò I. D. Zarzà Hongfei Yan Carlos T. Calafate 113 0 0 17 Apr 2022
Path Development Network with Finite-dimensional Lie Group Representation Han Lou Siran Li Hao Ni 116 8 0 02 Apr 2022
Learning the conditional law: signatures and conditional GANs in filtering and prediction of diffusion processes Fabian Germ Marc Sabate Vidales DiffM 158 0 0 01 Apr 2022
Signature and Log-signature for the Study of Empirical Distributions Generated with GANs J. Curtò I. D. Zarzà Hong-Mei Yan Carlos T. Calafate 133 1 0 07 Mar 2022
Lead-lag detection and network clustering for multivariate time series with an application to the US equity market Stefanos Bennett Mihai Cucuringu Gesine Reinert AI4TS 152 26 0 20 Jan 2022
Applications of Signature Methods to Market Anomaly Detection Erdinç Akyıldırım Matteo Gambara Josef Teichmann Syang Zhou 117 21 0 07 Jan 2022
Logsig-RNN: a novel network for robust and efficient skeleton-based action recognition Shujian Liao Terry Lyons Weixin Yang Kevin Schlegel Hao Ni 135 14 0 25 Oct 2021
Path Signature Area-Based Causal Discovery in Coupled Time Series William E. Glad T. Woolf CML 138 3 0 23 Oct 2021
SVC-onGoing: Signature Verification Competition Ruben Tolosana R. Vera-Rodríguez Carlos Gonzalez-Garcia Julian Fierrez Aythami Morales ... Mohamad Wehbi Dario Zanca Sumaiya Ahmad Sarthak Mishra S. Jabin 148 43 0 13 Aug 2021
Feature Engineering with Regularity Structures I. Chevyrev A. Gerasimovičs H. Weber 138 11 0 12 Aug 2021
Path classification by stochastic linear recurrent neural networks Wiebke Bartolomaeus Youness Boutaib Sandra Nestler Holger Rauhut 135 3 0 06 Aug 2021