The UEA multivariate time series classification archive, 2018

31 October 2018

Eamonn Keogh

Papers citing "The UEA multivariate time series classification archive, 2018"

34 / 234 papers shown

Title
TC-DTW: Accelerating Multivariate Dynamic Time Warping Through Triangle Inequality and Point Clustering Daniel Shen Min Chi 25 18 0 15 Jan 2021
Hierarchical Clustering using Auto-encoded Compact Representation for Time-series Analysis S. Bandyopadhyay Anish Datta A. Pal AI4TS 32 5 0 11 Jan 2021
Memory-Gated Recurrent Networks Yaquan Zhang Qi Wu Nanbo Peng Min Dai Jing Zhang Hu Wang BDL AI4TS 47 7 0 24 Dec 2020
RTFN: A Robust Temporal Feature Network for Time Series Classification Zhiwen Xiao Xin Xu Huanlai Xing Shouxi Luo Penglin Dai Dawei Zhan AI4TS 87 160 0 24 Nov 2020
Deep Reservoir Networks with Learned Hidden Reservoir Weights using Direct Feedback Alignment Matthew Evanusa Cornelia Fermuller Yiannis Aloimonos AI4TS 42 1 0 13 Oct 2020
Multivariate Time Series Classification with Hierarchical Variational Graph Pooling Ziheng Duan Haoyan Xu Yueyang Wang Yida Huang Anni Ren Qianru Zhang Yizhou Sun Wei Wang AI4TS 73 58 0 12 Oct 2020
Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series Vincent Jacob Fei Song Arnaud Stiegler Bijan Rad Y. Diao Nesime Tatbul AI4TS 100 68 0 10 Oct 2020
TOTOPO: Classifying univariate and multivariate time series with Topological Data Analysis Polina Pilyugina Rodrigo Rivera-Castro Eugeny Burnaev AI4TS 23 1 0 10 Oct 2020
A Transformer-based Framework for Multivariate Time Series Representation Learning George Zerveas Srideepika Jayaraman Dhaval Patel A. Bhamidipaty Carsten Eickhoff AI4TS 111 951 0 06 Oct 2020
TimeAutoML: Autonomous Representation Learning for Multivariate Irregularly Sampled Time Series Yang Jiao Kai Yang Shaoyu Dou Pan Luo Sijia Liu Dongjin Song AI4TS 94 8 0 04 Oct 2020
XCM: An Explainable Convolutional Neural Network for Multivariate Time Series Classification Kevin Fauvel Tao R. Lin Véronique Masson Elisa Fromont Alexandre Termier BDL AI4TS 41 102 0 10 Sep 2020
Multivariable times series classification through an interpretable representation Francisco Javier Baldan J. M. Benítez FAtt AI4TS 34 10 0 08 Sep 2020
The Canonical Interval Forest (CIF) Classifier for Time Series Classification Matthew Middlehurst J. Large A. Bagnall AI4TS 64 109 0 20 Aug 2020
HiPPO: Recurrent Memory with Optimal Polynomial Projections Albert Gu Tri Dao Stefano Ermon Atri Rudra Christopher Ré 179 551 0 17 Aug 2020
Benchmarking Multivariate Time Series Classification Algorithms Alejandro Pasos Ruiz Michael Flynn A. Bagnall AI4TS 115 383 0 26 Jul 2020
Multivariate Time Series Classification Using Spiking Neural Networks Haowen Fang Amar Shrestha Qinru Qiu 48 16 0 07 Jul 2020
Monash University, UEA, UCR Time Series Extrinsic Regression Archive Chang Wei Tan Christoph Bergmeir F. Petitjean Geoffrey I. Webb AI4TS 111 23 0 19 Jun 2020
A Generalised Signature Method for Multivariate Time Series Feature Extraction James Morrill Adeline Fermanian Patrick Kidger Terry Lyons 93 14 0 01 Jun 2020
Generalised Interpretable Shapelets for Irregular Time Series Patrick Kidger James Morrill Terry Lyons AI4TS 68 7 0 28 May 2020
Neural Controlled Differential Equations for Irregular Time Series Patrick Kidger James Morrill James Foster Terry Lyons AI4TS 140 483 0 18 May 2020
Supervised Feature Subset Selection and Feature Ranking for Multivariate Time Series without Feature Extraction Shuchu Han Alexandru Niculescu-Mizil AI4TS 22 4 0 01 May 2020
Detecting Driver's Distraction using Long-term Recurrent Convolutional Network Chang Wei Tan Mahsa Salehi G. Mackellar 31 5 0 14 Apr 2020
TSInsight: A local-global attribution framework for interpretability in time-series data Shoaib Ahmed Siddiqui Dominique Mercier Andreas Dengel Sheraz Ahmed FAtt AI4TS 55 12 0 06 Apr 2020
Adversarial Attacks on Multivariate Time Series Samuel Harford Fazle Karim H. Darabi AI4TS AAML 55 22 0 31 Mar 2020
A Kernel to Exploit Informative Missingness in Multivariate Time Series from EHRs Karl Øyvind Mikalsen C. Soguero-Ruíz Robert Jenssen AI4TS 33 2 0 27 Feb 2020
Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification Wensi Tang Guodong Long Lu Liu Dinesh Manocha Michael Blumenstein Jing Jiang AI4TS 120 106 0 24 Feb 2020
Discovering Subdimensional Motifs of Different Lengths in Large-Scale Multivariate Time Series Yifeng Gao Jessica Lin AI4TS 14 12 0 20 Nov 2019
Self-attention for raw optical Satellite Time Series Classification M. Rußwurm Marco Körner AI4TS 107 268 0 23 Oct 2019
ODE guided Neural Data Augmentation Techniques for Time Series Data and its Benefits on Robustness A. Sarkar A. Raj Raghu Sesha Iyengar AAML AI4TS 55 0 0 15 Oct 2019
A self-organising eigenspace map for time series clustering D. Rahmani D. Fay J. Brodzki AI4TS 49 0 0 14 May 2019
Unsupervised Scalable Representation Learning for Multivariate Time Series Jean-Yves Franceschi Hadrien Hendrikx Martin Jaggi SSL AI4TS 97 463 0 30 Jan 2019
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series Charlotte Pelletier Geoffrey I. Webb F. Petitjean 124 446 0 26 Nov 2018
Signature moments to characterize laws of stochastic processes I. Chevyrev Harald Oberhauser 420 112 0 25 Oct 2018
Is rotation forest the best classifier for problems with continuous features? A. Bagnall Michael Flynn J. Large Jason Lines A. Bostrom G. Cawley 64 39 0 18 Sep 2018