The UEA multivariate time series classification archive, 2018

31 October 2018

Eamonn Keogh

Papers citing "The UEA multivariate time series classification archive, 2018"

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Title
Ego-Network Transformer for Subsequence Classification in Time Series Data Chin-Chia Michael Yeh Huiyuan Chen Yujie Fan Xin Dai Yan Zheng ... Junpeng Wang Zhongfang Zhuang Liang Wang Wei Zhang Eamonn J. Keogh 95 5 0 05 Nov 2023
XTSC-Bench: Quantitative Benchmarking for Explainers on Time Series Classification Jacqueline Höllig Steffen Thoma Florian Grimm AI4TS 62 1 0 23 Oct 2023
Pyramidal Hidden Markov Model For Multivariate Time Series Forecasting YeXin Huang AI4TS 67 0 0 22 Oct 2023
A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis Shuhan Zhong Sizhe Song Weipeng Zhuo Guanyao Li Yang Liu S.-H. Gary Chan AI4TS 107 19 0 18 Oct 2023
NuTime: Numerically Multi-Scaled Embedding for Large-Scale Time-Series Pretraining Chenguo Lin Xumeng Wen Wei Cao Congrui Huang Jiang Bian Stephen Lin Zhirong Wu AI4TS 92 5 0 11 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 80 26 0 04 Oct 2023
Parallelizing non-linear sequential models over the sequence length Yi Heng Lim Qi Zhu Joshua Selfridge M. F. Kasim 120 18 0 21 Sep 2023
Empirical Study of Mix-based Data Augmentation Methods in Physiological Time Series Data Peikun Guo Huiyuan Yang Akane Sano AI4TS 67 6 0 18 Sep 2023
TSGBench: Time Series Generation Benchmark Yihao Ang Qiang Huang Yifan Bao Anthony K. H. Tung Zhiyong Huang AI4TS 115 21 0 07 Sep 2023
Evaluating Explanation Methods for Multivariate Time Series Classification D. Serramazza Thu Trang Nguyen Thach le Nguyen Georgiana Ifrim FAtt AI4TS 66 2 0 29 Aug 2023
TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series Chenxi Sun Hongyan Li Yaliang Li linda Qiao AI4TS 99 132 0 16 Aug 2023
Enhancing Representation Learning for Periodic Time Series with Floss: A Frequency Domain Regularization Approach Chunwei Yang Xiaoxu Chen Lijun Sun Hongyu Yang Yuankai Wu AI4TS 108 4 0 02 Aug 2023
Longitudinal Data Clustering with a Copula Kernel Mixture Model Xi Zhang Orla Murphy P. McNicholas 18 1 0 21 Jul 2023
Trainability, Expressivity and Interpretability in Gated Neural ODEs T. Kim T. Can K. Krishnamurthy AI4CE 89 5 0 12 Jul 2023
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection Ming Jin Huan Yee Koh Qingsong Wen Daniele Zambon Cesare Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 132 177 0 07 Jul 2023
Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects Kexin Zhang Qingsong Wen Chaoli Zhang Rongyao Cai Ming Jin ... James Y. Zhang Yuxuan Liang Guansong Pang Dongjin Song Shirui Pan AI4TS 234 118 0 16 Jun 2023
AQuA: A Benchmarking Tool for Label Quality Assessment Mononito Goswami Vedant Sanil Arjun Choudhry Arvind Srinivasan Chalisa Udompanyawit Artur Dubrawski 104 13 0 15 Jun 2023
Primal-Attention: Self-attention through Asymmetric Kernel SVD in Primal Representation Yingyi Chen Qinghua Tao F. Tonin Johan A. K. Suykens 103 22 0 31 May 2023
Knowledge Extraction with Interval Temporal Logic Decision Trees G. Sciavicco Eduard Ionel Stan 30 23 0 26 May 2023
Improving Position Encoding of Transformers for Multivariate Time Series Classification Navid Mohammadi Foumani Chang Wei Tan Geoffrey I. Webb Mahsa Salehi AI4TS 82 81 0 26 May 2023
A Survey on Time-Series Pre-Trained Models Qianli Ma Ziqiang Liu Zhenjing Zheng Ziyang Huang Siying Zhu Zhongzhong Yu James T. Kwok AI4TS 103 56 0 18 May 2023
Self-supervised Activity Representation Learning with Incremental Data: An Empirical Study Jason Liu Shohreh Deldari Hao Xue Van-Hau Nguyen Flora D. Salim AI4TS CLL SSL 62 2 0 01 May 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 93 31 0 11 Apr 2023
SMPConv: Self-moving Point Representations for Continuous Convolution Sanghyeon Kim Eunbyung Park 3DPC 88 13 0 05 Apr 2023
Statistical learning on measures: an application to persistence diagrams Olympio Hacquard Gilles Blanchard Clément Levrard 134 3 0 15 Mar 2023
Multi-Task Self-Supervised Time-Series Representation Learning Heejeong Choi Pilsung Kang AI4TS SSL 90 14 0 02 Mar 2023
Time Series as Images: Vision Transformer for Irregularly Sampled Time Series Zekun Li Shiyang Li Xifeng Yan AI4TS 101 58 0 01 Mar 2023
One Fits All:Power General Time Series Analysis by Pretrained LM Tian Zhou Peisong Niu Xue Wang Liang Sun Rong Jin AI4TS 182 443 0 23 Feb 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 36 0 20 Feb 2023
Enhancing Multivariate Time Series Classifiers through Self-Attention and Relative Positioning Infusion Mehryar Abbasi Parvaneh Saeedi AI4TS 84 7 0 13 Feb 2023
Deep Imputation of Missing Values in Time Series Health Data: A Review with Benchmarking Maksims Kazijevs Manar D. Samad BDL AI4TS 103 41 0 10 Feb 2023
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Navid Mohammadi Foumani Lynn Miller Chang Wei Tan G. I. Webb Germain Forestier Mahsa Salehi BDL AI4TS 149 111 0 06 Feb 2023
Benchmarking optimality of time series classification methods in distinguishing diffusions Zehong Zhang Fei Lu Esther Xu Fei Terry Lyons Yannis G. Kevrekidis Tom Woolf AI4TS 80 0 0 30 Jan 2023
Time-Series Pattern Recognition in Smart Manufacturing Systems: A Literature Review and Ontology Mojtaba A. Farahani M. R. McCormick Robert Gianinny Frank Hudacheck R. Harik Zhichao Liu Thorsten Wuest AI4TS 45 34 0 29 Jan 2023
Learnable Path in Neural Controlled Differential Equations Sheo Yon Jhin Minju Jo Seung-Uk Kook Noseong Park Sungpil Woo Sunhwan Lim 67 6 0 11 Jan 2023
PMP: Privacy-Aware Matrix Profile against Sensitive Pattern Inference for Time Series Li Zhang Jiahao Ding Yifeng Gao Jessica Lin 35 3 0 04 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 85 8 0 01 Jan 2023
Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Qiao Xiao Boqian Wu Yu Zhang Shiwei Liu Mykola Pechenizkiy Elena Mocanu Decebal Constantin Mocanu AI4TS 93 32 0 19 Dec 2022
Convolution-enhanced Evolving Attention Networks Yujing Wang Yaming Yang Zhuowan Li Jiangang Bai Mingliang Zhang Xiangtai Li Jiahao Yu Ce Zhang Gao Huang Yu Tong ViT 104 6 0 16 Dec 2022
POPNASv3: a Pareto-Optimal Neural Architecture Search Solution for Image and Time Series Classification Andrea Falanti Eugenio Lomurno Danilo Ardagna Matteo Matteucci AI4TS 79 11 0 13 Dec 2022
MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for Multivariate Time Series Qianwen Meng Hangwei Qian Yong Liu Li-zhen Cui Yonghui Xu Zhiqi Shen AI4TS 111 36 0 02 Dec 2022
DBA: Efficient Transformer with Dynamic Bilinear Low-Rank Attention Bosheng Qin Juncheng Li Siliang Tang Yueting Zhuang 61 2 0 24 Nov 2022
Class-Specific Attention (CSA) for Time-Series Classification Yifan Hao H. Cao K. S. Candan Jiefei Liu Huiying Chen Ziwei Ma AI4TS 45 0 0 19 Nov 2022
scikit-fda: A Python Package for Functional Data Analysis Carlos Ramos-Carreño J. L. Torrecilla Miguel Carbajo-Berrocal P. Marcos A. Suárez GP AI4CE 204 26 0 04 Nov 2022
Irregularly-Sampled Time Series Modeling with Spline Networks Marin Bilos Emanuel Ramneantu Stephan Günnemann AI4TS 47 1 0 19 Oct 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 72 1 0 14 Oct 2022
A Large-Scale Annotated Multivariate Time Series Aviation Maintenance Dataset from the NGAFID Hong Yang Travis J. Desell AI4TS 69 1 0 13 Oct 2022
Designing Robust Transformers using Robust Kernel Density Estimation Xing Han Zhaolin Ren T. Nguyen Khai Nguyen Joydeep Ghosh Nhat Ho 110 6 0 11 Oct 2022
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Haixu Wu Teng Hu Yong Liu Hang Zhou Jianmin Wang Mingsheng Long AI4TS AIFin 160 850 0 05 Oct 2022