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Multivariate Time Series Classification with WEASEL+MUSE

30 November 2017

Papers citing "Multivariate Time Series Classification with WEASEL+MUSE"

50 / 58 papers shown

Title
PHEATPRUNER: Interpretable Data-centric Feature Selection for Multivariate Time Series Classification through Persistent Homology Anh-Duy Pham Olivier Basole Kashongwe Martin Atzmueller Tim Romer 78 0 0 25 Apr 2025
Dynamic Graph-Like Learning with Contrastive Clustering on Temporally-Factored Ship Motion Data for Imbalanced Sea State Estimation in Autonomous Vessel Kexin Wang Mengna Liu Xu Cheng Fan Shi Shanshan Qi Shengyong Chen 74 0 0 21 Apr 2025
MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification Yang Mu Muhammad Shahzad Xiao Xiang Zhu AI4TS 98 0 0 07 Mar 2025
Quasi Zigzag Persistence: A Topological Framework for Analyzing Time-Varying Data Tamal K. Dey Shreyas N. Samaga 134 1 0 22 Feb 2025
VSFormer: Value and Shape-Aware Transformer with Prior-Enhanced Self-Attention for Multivariate Time Series Classification Wenjie Xi Rundong Zuo Alejandro Alvarez Jie Zhang Byron Choi Jessica Lin AI4TS 103 0 0 21 Dec 2024
Causal and Local Correlations Based Network for Multivariate Time Series Classification Mingsen Du Yanxuan Wei Xiangwei Zheng Cun Ji CML AI4TS 117 1 0 27 Nov 2024
Time Elastic Neural Networks P. Marteau AI4TS OOD 60 1 0 27 May 2024
ShapeFormer: Shapelet Transformer for Multivariate Time Series Classification Xuan-May Le Ling Luo Uwe Aickelin Minh-Tuan Tran 57 10 0 23 May 2024
TimeMIL: Advancing Multivariate Time Series Classification via a Time-aware Multiple Instance Learning Xiwen Chen Peijie Qiu Wenhui Zhu Huayu Li Hao Wang Aristeidis Sotiras Yalin Wang Abolfazl Razi AI4TS 68 9 0 06 May 2024
ChemTime: Rapid and Early Classification for Multivariate Time Series Classification of Chemical Sensors Alexander M. Moore Randy C. Paffenroth Ken T. Ngo J. Uzarski AI4TS 29 1 0 15 Dec 2023
A Bag of Receptive Fields for Time Series Extrinsic Predictions Francesco Spinnato Riccardo Guidotti A. Monreale M. Nanni AI4TS 28 0 0 29 Nov 2023
Pyramidal Hidden Markov Model For Multivariate Time Series Forecasting YeXin Huang AI4TS 63 0 0 22 Oct 2023
Temporal Convolutional Explorer Helps Understand 1D-CNN's Learning Behavior in Time Series Classification from Frequency Domain Junru Zhang Lang Feng Yang He Yuhan Wu Yabo Dong AI4TS 87 6 0 09 Oct 2023
Time-Series Classification in Smart Manufacturing Systems: An Experimental Evaluation of State-of-the-Art Machine Learning Algorithms Mojtaba A. Farahani M. R. McCormick R. Harik Thorsten Wuest 78 24 0 04 Oct 2023
TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series Chenxi Sun Hongyan Li Yaliang Li linda Qiao AI4TS 99 131 0 16 Aug 2023
Unsupervised Representation Learning for Time Series: A Review Qianwen Meng Hangwei Qian Yong Liu Yonghui Xu Zhiqi Shen Li-zhen Cui AI4TS 79 18 0 03 Aug 2023
MTS2Graph: Interpretable Multivariate Time Series Classification with Temporal Evolving Graphs Raneen Younis Abdul Hakmeh Zahra Ahmadi AI4TS 36 7 0 06 Jun 2023
LLT: An R package for Linear Law-based Feature Space Transformation M. T. Kurbucz Péter Pósfay Antal Jakovác 70 3 0 27 Apr 2023
TodyNet: Temporal Dynamic Graph Neural Network for Multivariate Time Series Classification Huaiyuan Liu Xianzhang Liu Donghua Yang Zhiyu Liang Hongzhi Wang Yong Cui Jun Gu AI4TS 88 30 0 11 Apr 2023
Pixel-wise Agricultural Image Time Series Classification: Comparisons and a Deformable Prototype-based Approach Elliot Vincent Jean Ponce Mathieu Aubry AI4TS 71 5 0 22 Mar 2023
FormerTime: Hierarchical Multi-Scale Representations for Multivariate Time Series Classification Mingyue Cheng Qi Liu Zhiding Liu Zhi Li Yucong Luo Enhong Chen AI4TS 79 35 0 20 Feb 2023
ShapeWordNet: An Interpretable Shapelet Neural Network for Physiological Signal Classification W. He Mingyue Cheng Qi Liu Zhi Li AI4TS 68 9 0 10 Feb 2023
WEASEL 2.0 -- A Random Dilated Dictionary Transform for Fast, Accurate and Memory Constrained Time Series Classification Patrick Schäfer Ulf Leser 56 19 0 24 Jan 2023
Unleashing the Power of Shared Label Structures for Human Activity Recognition Xiyuan Zhang Ranak Roy Chowdhury Jiayun Zhang Dezhi Hong Rajesh K. Gupta Jingbo Shang VLM 77 8 0 01 Jan 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
An Empirical Evaluation of Multivariate Time Series Classification with Input Transformation across Different Dimensions Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal AI4TS 65 1 0 14 Oct 2022
Explainable classification of astronomical uncertain time series Michael Franklin Mbouopda E. Ishida E. M. Nguifo E. Gangler AI4TS 52 0 0 28 Sep 2022
Semi-unsupervised Learning for Time Series Classification Padraig Davidson M. Steininger A. Huhn Anna Krause Andreas Hotho 65 1 0 07 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
Interpretable Feature Engineering for Time Series Predictors using Attention Networks Tian Wang Jie Chen J. Vaughan V. Nair AI4TS 28 0 0 23 May 2022
COSTI: a New Classifier for Sequences of Temporal Intervals J. Bilski A. Jastrzębska AI4TS 56 0 0 28 Apr 2022
Taking ROCKET on an Efficiency Mission: Multivariate Time Series Classification with LightWaveS Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal 77 6 0 04 Apr 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
Deep Efficient Continuous Manifold Learning for Time Series Modeling Seungwoo Jeong Wonjun Ko A. Mulyadi Heung-Il Suk AI4TS 87 7 0 03 Dec 2021
Uncertainty-Aware Multiple Instance Learning from Large-Scale Long Time Series Data Yuansheng Zhu Weishi Shi Deepshikha Pandey Yang Liu Xiaofan Que Daniel E. Krutz Qi Yu EDL AI4TS 37 5 0 16 Nov 2021
Mimic: An adaptive algorithm for multivariate time series classification Yuhui Wang D. Cook AI4TS 28 0 0 08 Nov 2021
SMATE: Semi-Supervised Spatio-Temporal Representation Learning on Multivariate Time Series Jingwei Zuo K. Zeitouni Y. Taher AI4TS 105 17 0 01 Oct 2021
Multi-Modal Prototype Learning for Interpretable Multivariable Time Series Classification Gaurav R. Ghosal R. Abbasi-Asl AI4TS 18 7 0 17 Jun 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 113 249 0 15 Apr 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 81 160 0 24 Nov 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
XCM: An Explainable Convolutional Neural Network for Multivariate Time Series Classification Kevin Fauvel Tao R. Lin Véronique Masson Elisa Fromont Alexandre Termier BDL AI4TS 39 102 0 10 Sep 2020
Multivariable times series classification through an interpretable representation Francisco Javier Baldan J. M. Benítez FAtt AI4TS 27 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
Benchmarking Multivariate Time Series Classification Algorithms Alejandro Pasos Ruiz Michael Flynn A. Bagnall AI4TS 107 383 0 26 Jul 2020
Multivariate Time Series Classification Using Spiking Neural Networks Haowen Fang Amar Shrestha Qinru Qiu 48 16 0 07 Jul 2020
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections Csaba Tóth Patric Bonnier Harald Oberhauser AI4TS 87 14 0 12 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