Gaussian processes based data augmentation and expected signature for time series classification

16 October 2023

Papers citing "Gaussian processes based data augmentation and expected signature for time series classification"

14 / 14 papers shown

Title
Bake off redux: a review and experimental evaluation of recent time series classification algorithms Matthew Middlehurst Patrick Schäfer A. Bagnall AI4TS 106 118 0 25 Apr 2023
Applications of Signature Methods to Market Anomaly Detection Erdinç Akyıldırım Matteo Gambara Josef Teichmann Syang Zhou 131 21 0 07 Jan 2022
HIVE-COTE 2.0: a new meta ensemble for time series classification Matthew Middlehurst J. Large Michael Flynn Jason Lines A. Bostrom A. Bagnall AI4TS 104 246 0 15 Apr 2021
An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks Brian Kenji Iwana S. Uchida AI4TS 71 504 0 31 Jul 2020
Time Series Data Augmentation for Deep Learning: A Survey Qingsong Wen Liang Sun Fan Yang Xiaomin Song Jing Gao Xue Wang Huan Xu AI4TS 101 645 0 27 Feb 2020
Decision-Making with Auto-Encoding Variational Bayes Romain Lopez Pierre Boyeau Nir Yosef Michael I. Jordan Jeffrey Regier BDL 557 10,591 0 17 Feb 2020
Signatory: differentiable computations of the signature and logsignature transforms, on both CPU and GPU Patrick Kidger Terry Lyons 99 84 0 03 Jan 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 580 42,677 0 03 Dec 2019
Deep Signature Transforms Patrick Kidger Patrick Kidger Imanol Perez Arribas C. Salvi Terry Lyons SLR 163 131 0 21 May 2019
Signature moments to characterize laws of stochastic processes I. Chevyrev Harald Oberhauser 403 112 0 25 Oct 2018
Learning Spatial-Semantic Context with Fully Convolutional Recurrent Network for Online Handwritten Chinese Text Recognition Zecheng Xie Zenghui Sun Lianwen Jin Hao Ni Terry Lyons 100 124 0 09 Oct 2016
A Primer on the Signature Method in Machine Learning I. Chevyrev Andrey Kormilitzin 510 218 0 11 Mar 2016
Kernels for sequentially ordered data Franz J. Király Harald Oberhauser 393 137 0 29 Jan 2016
Recent Advances in Convolutional Neural Networks Jiuxiang Gu Zhenhua Wang Jason Kuen Lianyang Ma Amir Shahroudy ... Xingxing Wang Li Wang Gang Wang Jianfei Cai Tsuhan Chen 245 5,239 0 22 Dec 2015