An Empirical Evaluation of Multivariate Time Series Classification with
Input Transformation across Different Dimensions

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An Empirical Evaluation of Multivariate Time Series Classification with Input Transformation across Different Dimensions

14 October 2022

Leonardos Pantiskas

Mark Hoogendoorn

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Papers citing "An Empirical Evaluation of Multivariate Time Series Classification with Input Transformation across Different Dimensions"

13 / 13 papers shown

Title
Taking ROCKET on an Efficiency Mission: Multivariate Time Series Classification with LightWaveS Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal 58 6 0 04 Apr 2022
Robust Augmentation for Multivariate Time Series Classification Hong Yang Travis J. Desell AI4TS 51 7 0 27 Jan 2022
The Canonical Interval Forest (CIF) Classifier for Time Series Classification Matthew Middlehurst J. Large A. Bagnall AI4TS 49 106 0 20 Aug 2020
An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks Brian Kenji Iwana S. Uchida AI4TS 57 503 0 31 Jul 2020
Benchmarking Multivariate Time Series Classification Algorithms Alejandro Pasos Ruiz Michael Flynn A. Bagnall AI4TS 73 378 0 26 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 68 642 0 27 Feb 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
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
Multivariate Time Series Classification with WEASEL+MUSE Patrick Schäfer Ulf Leser AI4TS 53 141 0 30 Nov 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
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 477 43,658 0 17 Sep 2014