v1v2 (latest)

The UCR Time Series Archive

17 October 2018

Hoang Anh Dau

A. Bagnall

Kaveh Kamgar

Chin-Chia Michael Yeh

Eamonn Keogh

Papers citing "The UCR Time Series Archive"

50 / 312 papers shown

Title
Monash Time Series Forecasting Archive Rakshitha Godahewa Christoph Bergmeir Geoffrey I. Webb Rob J. Hyndman Pablo Montero-Manso AI4TS 88 162 0 14 May 2021
The Temporal Dictionary Ensemble (TDE) Classifier for Time Series Classification Matthew Middlehurst J. Large G. Cawley A. Bagnall 65 72 0 09 May 2021
An Empirical Study of Graph-Based Approaches for Semi-Supervised Time Series Classification Dominik Alfke Miriam Gondos Lucile Peroche Martin Stoll AI4TS 93 2 0 16 Apr 2021
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 113 250 0 15 Apr 2021
Learning Discriminative Prototypes with Dynamic Time Warping Xiaobin Chang Frederick Tung Greg Mori AI4TS 73 32 0 17 Mar 2021
DTW-Merge: A Novel Data Augmentation Technique for Time Series Classification Mohammad Akyash Hoda Mohammadzade H. Behroozi AI4TS 81 7 0 01 Mar 2021
Classification of multivariate weakly-labelled time-series with attention S. Rahman Chang Wei Tan 45 0 0 16 Feb 2021
Tight lower bounds for Dynamic Time Warping Geoffrey I. Webb F. Petitjean AI4TS 127 20 0 14 Feb 2021
PatchX: Explaining Deep Models by Intelligible Pattern Patches for Time-series Classification Dominique Mercier Andreas Dengel Sheraz Ahmed AI4TS 46 5 0 11 Feb 2021
Early Abandoning and Pruning for Elastic Distances including Dynamic Time Warping Matthieu Herrmann Geoffrey I. Webb AI4TS 59 19 0 10 Feb 2021
Deep Semi-Supervised Learning for Time Series Classification Jann Goschenhofer Rasmus Hvingelby David Rügamer Janek Thomas Moritz Wagner B. Bischl AI4TS 53 12 0 06 Feb 2021
Uncertain Time Series Classification With Shapelet Transform Michael Franklin Mbouopda E. M. Nguifo AI4TS 26 4 0 03 Feb 2021
MultiRocket: Multiple pooling operators and transformations for fast and effective time series classification Chang Wei Tan Angus Dempster Christoph Bergmeir Geoffrey I. Webb AI4TS 129 143 0 31 Jan 2021
Spectrum Attention Mechanism for Time Series Classification Shibo Zhou Yu-Song Pan AI4TS 39 0 0 25 Jan 2021
Orthogonal Least Squares Based Fast Feature Selection for Linear Classification Sikai Zhang Z. Lang 51 17 0 21 Jan 2021
Condition Assessment of Stay Cables through Enhanced Time Series Classification Using a Deep Learning Approach Zhiming Zhang Jin Yan Liangding Li Hong Pan Chuanzhi Dong 30 6 0 11 Jan 2021
MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb AI4TS 126 371 0 16 Dec 2020
Developing Future Human-Centered Smart Cities: Critical Analysis of Smart City Security, Interpretability, and Ethical Challenges Kashif Ahmad Majdi Maabreh M. Ghaly Khalil Khan Junaid Qadir Ala I. Al-Fuqaha 121 157 0 14 Dec 2020
Enhanced Recurrent Neural Tangent Kernels for Non-Time-Series Data Sina Alemohammad Randall Balestriero Zichao Wang Richard Baraniuk AI4TS 37 1 0 09 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 83 160 0 24 Nov 2020
ATCN: Resource-Efficient Processing of Time Series on Edge Mohammadreza Baharani Hamed Tabkhi AI4TS 90 1 0 10 Nov 2020
Uncertainty-Aware Deep Ensembles for Reliable and Explainable Predictions of Clinical Time Series Kristoffer Wickstrøm Karl Øyvind Mikalsen Michael C. Kampffmeyer A. Revhaug Robert Jenssen AI4TS 67 34 0 16 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
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 79 38 0 01 Oct 2020
Few-shot Learning for Time-series Forecasting Tomoharu Iwata Atsutoshi Kumagai AI4TS 56 18 0 30 Sep 2020
Instance-based Counterfactual Explanations for Time Series Classification Eoin Delaney Derek Greene Mark T. Keane CML AI4TS 63 91 0 28 Sep 2020
Matrix Profile XXII: Exact Discovery of Time Series Motifs under DTW S. Alaee Kaveh Kamgar Eamonn Keogh AI4TS 23 23 0 16 Sep 2020
Auxiliary Network: Scalable and agile online learning for dynamic system with inconsistently available inputs Rohit Agarwal A. Sekh Krishna Agarwal D. Prasad 22 5 0 26 Aug 2020
The Canonical Interval Forest (CIF) Classifier for Time Series Classification Matthew Middlehurst J. Large A. Bagnall AI4TS 64 109 0 20 Aug 2020
RTFN: Robust Temporal Feature Network Zhiwen Xiao Xin Xu Huanlai Xing Juan Chen AI4TS 34 1 0 18 Aug 2020
Benchmarking Multivariate Time Series Classification Algorithms Alejandro Pasos Ruiz Michael Flynn A. Bagnall AI4TS 110 383 0 26 Jul 2020
GeoStat Representations of Time Series for Fast Classification Robert J. Ravier Mohammadreza Soltani Miguel Antunes Dias Alfaiate D. Garagic Vahid Tarokh AI4TS 44 0 0 13 Jul 2020
Time Series Extrinsic Regression Chang Wei Tan Christoph Bergmeir F. Petitjean Geoffrey I. Webb AI4TS 42 0 0 23 Jun 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
The Recurrent Neural Tangent Kernel Sina Alemohammad Zichao Wang Randall Balestriero Richard Baraniuk AAML 81 78 0 18 Jun 2020
A Benchmark Study on Time Series Clustering A. Javed B. Lee D. Rizzo AI4TS 57 115 0 20 Apr 2020
A tale of two toolkits, report the third: on the usage and performance of HIVE-COTE v1.0 A. Bagnall Michael Flynn J. Large Jason Lines Matthew Middlehurst 91 43 0 13 Apr 2020
DriftSurf: A Risk-competitive Learning Algorithm under Concept Drift Ashraf Tahmasbi Ellango Jothimurugesan Srikanta Tirthapura Phillip B. Gibbons 61 11 0 13 Mar 2020
On the performance of deep learning models for time series classification in streaming Pedro Lara-Benítez Manuel Carranza-García F. Martínez-Álvarez José Cristóbal Riquelme Santos AI4TS 27 5 0 05 Mar 2020
Complexity Measures and Features for Times Series classification Francisco Javier Baldan J. M. Benítez 81 20 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
Scalable Hybrid HMM with Gaussian Process Emission for Sequential Time-series Data Clustering Yohan Jung Jinkyoo Park 45 1 0 07 Jan 2020
On the Initialization of Long Short-Term Memory Networks Mostafa Mehdipour-Ghazi Mads Nielsen A. Pai Marc Modat M. Jorge Cardoso Sebastien Ourselin Lauge Sørensen ODL 32 14 0 22 Dec 2019
Features or Shape? Tackling the False Dichotomy of Time Series Classification S. Alaee Alireza Abdoli C. Shelton Amy C. Murillo A. Gerry Eamonn Keogh 29 10 0 20 Dec 2019
A posteriori Trading-inspired Model-free Time Series Segmentation M. Plessen AI4TS 46 2 0 16 Dec 2019
A tale of two toolkits, report the second: bake off redux. Chapter 1. dictionary based classifiers A. Bagnall J. Large Matthew Middlehurst AI4TS 49 1 0 27 Nov 2019
ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels Angus Dempster Franccois Petitjean Geoffrey I. Webb AI4TS 91 786 0 29 Oct 2019
Self-attention for raw optical Satellite Time Series Classification M. Rußwurm Marco Körner AI4TS 99 268 0 23 Oct 2019
A tale of two toolkits, report the first: benchmarking time series classification algorithms for correctness and efficiency A. Bagnall Franz J. Király M. Löning Matthew Middlehurst George Oastler AI4TS 79 6 0 12 Sep 2019
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 196 1,136 0 11 Sep 2019