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Elastic Similarity and Distance Measures for Multivariate Time Series

20 February 2021

Papers citing "Elastic Similarity and Distance Measures for Multivariate Time Series"

21 / 21 papers shown

Title
The Temporal Dictionary Ensemble (TDE) Classifier for Time Series Classification Matthew Middlehurst J. Large G. Cawley A. Bagnall 39 71 0 09 May 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 77 245 0 15 Apr 2021
Early Abandoning and Pruning for Elastic Distances including Dynamic Time Warping Matthieu Herrmann Geoffrey I. Webb AI4TS 11 19 0 10 Feb 2021
The Canonical Interval Forest (CIF) Classifier for Time Series Classification Matthew Middlehurst J. Large A. Bagnall AI4TS 49 106 0 20 Aug 2020
Benchmarking Multivariate Time Series Classification Algorithms Alejandro Pasos Ruiz Michael Flynn A. Bagnall AI4TS 73 378 0 26 Jul 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 57 43 0 13 Apr 2020
ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels Angus Dempster Franccois Petitjean Geoffrey I. Webb AI4TS 78 778 0 29 Oct 2019
sktime: A Unified Interface for Machine Learning with Time Series M. Löning A. Bagnall S. Ganesh V. Kazakov Jason Lines Franz J. Király SyDa AI4TS 56 231 0 17 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 170 1,108 0 11 Sep 2019
Scalable Dictionary Classifiers for Time Series Classification Matthew Middlehurst William D. Vickers A. Bagnall 43 61 0 26 Jul 2019
TS-CHIEF: A Scalable and Accurate Forest Algorithm for Time Series Classification Ahmed Shifaz Charlotte Pelletier F. Petitjean Geoffrey I. Webb AI4TS 67 184 0 25 Jun 2019
The UEA multivariate time series classification archive, 2018 A. Bagnall Hoang Anh Dau Jason Lines Michael Flynn J. Large A. Bostrom Paul Southam Eamonn Keogh AI4TS 171 429 0 31 Oct 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 325 2,701 0 12 Sep 2018
Proximity Forest: An effective and scalable distance-based classifier for time series Benjamin Lucas Ahmed Shifaz Charlotte Pelletier Lachlan O’Neill Nayyar Zaidi Bart Goethals F. Petitjean Geoffrey I. Webb AI4TS 138 164 0 31 Aug 2018
Elastic bands across the path: A new framework and methods to lower bound DTW Chang Wei Tan F. Petitjean Geoffrey I. Webb AI4TS 25 25 0 29 Aug 2018
Deep Echo State Network (DeepESN): A Brief Survey Claudio Gallicchio Alessio Micheli 39 78 0 12 Dec 2017
Fast and Accurate Time Series Classification with WEASEL Patrick Schäfer Ulf Leser 78 242 0 26 Jan 2017
Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline Zhiguang Wang Weizhong Yan Tim Oates AI4TS 71 1,658 0 20 Nov 2016
Should we really use post-hoc tests based on mean-ranks? A. Benavoli Giorgio Corani Francesca Mangili 50 379 0 09 May 2015
A Time Series Forest for Classification and Feature Extraction Houtao Deng G. Runger E. Tuv V. Martyanov 77 542 0 09 Feb 2013
Faster Retrieval with a Two-Pass Dynamic-Time-Warping Lower Bound D. Lemire 79 192 0 20 Nov 2008