Fast and Accurate Time Series Classification with WEASEL

26 January 2017

Papers citing "Fast and Accurate Time Series Classification with WEASEL"

49 / 49 papers shown

Title
$k$ -Graph: A Graph Embedding for Interpretable Time Series Clustering Paul Boniol Donato Tiano Angela Bonifati Themis Palpanas AI4TS 100 1 0 18 Feb 2025
Forest Proximities for Time Series Ben Shaw Jake S. Rhodes Soukaina Filali Boubrahimi Kevin R. Moon AI4TS 110 0 0 04 Oct 2024
CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models Juan Miguel Lopez Alcaraz Nils Strodthoff DiffM AI4TS CML 63 3 0 24 May 2024
QUANT: A Minimalist Interval Method for Time Series Classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb AI4TS 57 9 0 02 Aug 2023
Convolutional and Deep Learning based techniques for Time Series Ordinal Classification Rafael Ayllón-Gavilán David Guijo Rubio Pedro Antonio Gutiérrez A. Bagnall César Hervás-Martinez 85 0 0 16 Jun 2023
BrainNet: Epileptic Wave Detection from SEEG with Hierarchical Graph Diffusion Learning Junru Chen Yang Yang Tao Yu Yingying Fan Xiaolong Mo Carl Yang DiffM MedIm 50 27 0 15 Jun 2023
Towards Learning Discrete Representations via Self-Supervision for Wearables-Based Human Activity Recognition H. Haresamudram Irfan Essa Thomas Ploetz 98 8 0 01 Jun 2023
Classification of multivariate functional data on different domains with Partial Least Squares approaches Issam-Ali Moindjié S. Dabo‐Niang C. Preda 55 7 0 18 Dec 2022
dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification Paul Boniol M. Meftah E. Remy Themis Palpanas AI4TS 48 27 0 25 Jul 2022
Scalable Classifier-Agnostic Channel Selection for Multivariate Time Series Classification Bhaskar Dhariyal Thach le Nguyen Georgiana Ifrim AI4TS 30 9 0 18 Jun 2022
Automated Mobility Context Detection with Inertial Signals Antonio Bevilacqua L. Alcock Brian Caulfield Eran Gazit C. Hansen N. Ireson Georgiana Ifrim 61 1 0 16 May 2022
HYDRA: Competing convolutional kernels for fast and accurate time series classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb 75 61 0 25 Mar 2022
Early Time-Series Classification Algorithms: An Empirical Comparison C. Akasiadis E. Kladis Evangelos Michelioudakis E. Alevizos A. Artikis AI4TS 48 4 0 03 Mar 2022
HDC-MiniROCKET: Explicit Time Encoding in Time Series Classification with Hyperdimensional Computing Kenny Schlegel Peer Neubert P. Protzel AI4TS 60 23 0 16 Feb 2022
A Lightweight, Efficient and Explainable-by-Design Convolutional Neural Network for Internet Traffic Classification Kevin Fauvel Fuxing Chen Dario Rossi 151 26 0 11 Feb 2022
Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets Antoine Guillaume Christel Vrain Wael Elloumi AI4TS 107 31 0 28 Sep 2021
MrSQM: Fast Time Series Classification with Symbolic Representations Thach le Nguyen Georgiana Ifrim 53 14 0 02 Sep 2021
Fast, Accurate and Interpretable Time Series Classification Through Randomization Nestor Cabello Elham Naghizade Jianzhong Qi Lars Kulik AI4TS 63 8 0 31 May 2021
The Temporal Dictionary Ensemble (TDE) Classifier for Time Series Classification Matthew Middlehurst J. Large G. Cawley A. Bagnall 62 72 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 110 249 0 15 Apr 2021
Elastic Similarity and Distance Measures for Multivariate Time Series Ahmed Shifaz Charlotte Pelletier F. Petitjean Geoffrey I. Webb AI4TS 83 21 0 20 Feb 2021
The Canonical Interval Forest (CIF) Classifier for Time Series Classification Matthew Middlehurst J. Large A. Bagnall AI4TS 64 109 0 20 Aug 2020
Benchmarking Multivariate Time Series Classification Algorithms Alejandro Pasos Ruiz Michael Flynn A. Bagnall AI4TS 107 383 0 26 Jul 2020
timeXplain -- A Framework for Explaining the Predictions of Time Series Classifiers Felix Mujkanovic Vanja Doskoc Martin Schirneck Patrick Schäfer Tobias Friedrich FAtt AI4TS 52 23 0 15 Jul 2020
GeoStat Representations of Time Series for Fast Classification Robert J. Ravier Mohammadreza Soltani Miguel Antunes Dias Alfaiate D. Garagic Vahid Tarokh AI4TS 42 0 0 13 Jul 2020
Interpretable Time-series Classification on Few-shot Samples Wensi Tang Lu Liu Guodong Long AI4TS 78 20 0 03 Jun 2020
Interpretable Time Series Classification using Linear Models and Multi-resolution Multi-domain Symbolic Representations Thach le Nguyen S. Gsponer Iulia Ilie Martin O'Reilly Georgiana Ifrim AI4TS 69 108 0 31 May 2020
XEM: An Explainable-by-Design Ensemble Method for Multivariate Time Series Classification Kevin Fauvel Elisa Fromont Véronique Masson P. Faverdin Alexandre Termier AI4TS 72 44 0 07 May 2020
Machine Learning enabled Spectrum Sharing in Dense LTE-U/Wi-Fi Coexistence Scenarios Adam Dziedzic V. Sathya M. I. Rochman M. Ghosh S. Krishnan 106 19 0 18 Mar 2020
Complexity Measures and Features for Times Series classification Francisco Javier Baldan J. M. Benítez 70 20 0 27 Feb 2020
Use Short Isometric Shapelets to Accelerate Binary Time Series Classification Weibo Shu Yaqiang Yao Shengfei Lyu Jinlong Li Huanhuan Chen AI4TS 45 8 0 27 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 46 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 91 785 0 29 Oct 2019
Time series classification for varying length series Chang Wei Tan F. Petitjean Eamonn Keogh Geoffrey I. Webb AI4TS 57 32 0 10 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 69 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 1,132 0 11 Sep 2019
TEASER: Early and Accurate Time Series Classification Patrick Schäfer Ulf Leser AI4TS 68 62 0 09 Aug 2019
Scalable Dictionary Classifiers for Time Series Classification Matthew Middlehurst William D. Vickers A. Bagnall 65 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 102 186 0 25 Jun 2019
Should we Reload Time Series Classification Performance Evaluation ? (a position paper) D. Gay V. Lemaire 33 6 0 08 Mar 2019
Insights into LSTM Fully Convolutional Networks for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi AI4TS 81 169 0 27 Feb 2019
Adversarial Attacks on Time Series Fazle Karim Somshubra Majumdar H. Darabi AI4TS 94 100 0 27 Feb 2019
WaveletAE: A Wavelet-enhanced Autoencoder for Wind Turbine Blade Icing Detection Binhang Yuan Chen Wang Chen Luo Fei Jiang Mingsheng Long Philip S. Yu Yuan Liu 64 25 0 14 Feb 2019
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 176 165 0 31 Aug 2018
Interpretable Time Series Classification using All-Subsequence Learning and Symbolic Representations in Time and Frequency Domains Thach le Nguyen S. Gsponer Iulia Ilie Georgiana Ifrim AI4TS 45 12 0 12 Aug 2018
Multivariate Time Series Classification with WEASEL+MUSE Patrick Schäfer Ulf Leser AI4TS 80 144 0 30 Nov 2017
LSTM Fully Convolutional Networks for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi Shun Chen AIMat AI4TS 88 1,114 0 08 Sep 2017
Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline Zhiguang Wang Weizhong Yan Tim Oates AI4TS 136 1,664 0 20 Nov 2016
The Great Time Series Classification Bake Off: An Experimental Evaluation of Recently Proposed Algorithms. Extended Version A. Bagnall A. Bostrom J. Large Jason Lines AI4TS 80 114 0 04 Feb 2016