v1v2 (latest)

The UCR Time Series Archive

17 October 2018

Hoang Anh Dau

A. Bagnall

Kaveh Kamgar

Chin-Chia Michael Yeh

Eamonn Keogh

Papers citing "The UCR Time Series Archive"

50 / 312 papers shown

Title
A Deep Dive into Perturbations as Evaluation Technique for Time Series XAI U. Schlegel Daniel A. Keim AAML AI4TS 108 9 0 11 Jul 2023
Fast dynamic time warping and clustering in C++ Volkan Kumtepeli Rebecca Perriment David A. Howey 20 2 0 10 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 130 176 0 07 Jul 2023
Steel Surface Roughness Parameter Calculations Using Lasers and Machine Learning Models A. Milne Xianghua Xie AI4CE 37 0 0 06 Jul 2023
A Framework for Fast and Stable Representations of Multiparameter Persistent Homology Decompositions David Loiseaux Mathieu Carrière Andrew J. Blumberg 120 11 0 19 Jun 2023
DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection Yiyuan Yang Chaoli Zhang Tian Zhou Qingsong Wen Liang Sun AI4TS 188 134 0 17 Jun 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 229 117 0 16 Jun 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 89 0 0 16 Jun 2023
Robust Explainer Recommendation for Time Series Classification Thu Trang Nguyen Thach le Nguyen Georgiana Ifrim AI4TS 99 6 0 08 Jun 2023
MTS2Graph: Interpretable Multivariate Time Series Classification with Temporal Evolving Graphs Raneen Younis Abdul Hakmeh Zahra Ahmadi AI4TS 38 7 0 06 Jun 2023
Stable Vectorization of Multiparameter Persistent Homology using Signed Barcodes as Measures David Loiseaux Luis Scoccola Mathieu Carrière M. B. Botnan S. Oudot 61 20 0 06 Jun 2023
An Approach to Multiple Comparison Benchmark Evaluations that is Stable Under Manipulation of the Comparate Set Ali Ismail-Fawaz Angus Dempster Chang Wei Tan Matthieu Herrmann Lynn Miller ... Stefano Berretti J. Weber Maxime Devanne Germain Forestier Geoffrey I. Webb 92 19 0 19 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
Imbalanced Aircraft Data Anomaly Detection Hao Yang Junyuan Gao Yuan. Yuan Xuelong Li AI4TS 75 4 0 17 May 2023
A hybrid feature learning approach based on convolutional kernels for ATM fault prediction using event-log data V. M. Vargas Riccardo Rosati César Hervás-Martinez A. Mancini L. Romeo Pedro Antonio Gutiérrez 36 10 0 17 May 2023
Time Series Clustering With Random Convolutional Kernels J. Marco-Blanco R. C. Rumín AI4TS 64 13 0 17 May 2023
A Probabilistic Transformation of Distance-Based Outliers David Muhr M. Affenzeller Josef Küng 59 12 0 16 May 2023
Appliance Detection Using Very Low-Frequency Smart Meter Time Series Adrien Petralia Philippe Charpentier Paul Boniol Themis Palpanas AI4TS 70 13 0 10 May 2023
Time series clustering based on prediction accuracy of global forecasting models Ángel López-Oriona Pablo Montero-Manso José Antonio Vilar Fernández AI4TS 35 0 0 30 Apr 2023
Bake off redux: a review and experimental evaluation of recent time series classification algorithms Matthew Middlehurst Patrick Schäfer A. Bagnall AI4TS 130 121 0 25 Apr 2023
NP-Free: A Real-Time Normalization-free and Parameter-tuning-free Representation Approach for Open-ended Time Series Ming-Chang Lee Jia-Chun Lin Volker Stolz AI4TS 50 1 0 12 Apr 2023
Data Point Selection for Line Chart Visualization: Methodological Assessment and Evidence-Based Guidelines Jonas Van Der Donckt Jeroen Van Der Donckt Michael Rademaker Sofie Van Hoecke AI4TS 65 4 0 03 Apr 2023
Time Series Contrastive Learning with Information-Aware Augmentations Dongsheng Luo Wei Cheng Yingheng Wang Dongkuan Xu Jingchao Ni ... Xuchao Zhang Yanchi Liu Yuncong Chen Haifeng Chen Xiang Zhang AI4TS 60 63 0 21 Mar 2023
Aux-Drop: Handling Haphazard Inputs in Online Learning Using Auxiliary Dropouts Rohit Agarwal D. K. Gupta Alexander Horsch Dilip K. Prasad 106 5 0 09 Mar 2023
LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version David Campos Miao Zhang B. Yang Tung Kieu Chenjuan Guo Christian S. Jensen AI4TS 102 56 0 24 Feb 2023
FedST: Secure Federated Shapelet Transformation for Time Series Classification Zhiyu Liang Hongzhi Wang AI4TS 67 4 0 21 Feb 2023
DTAAD: Dual Tcn-Attention Networks for Anomaly Detection in Multivariate Time Series Data Ling Yu AI4TS 104 33 0 17 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
Unsupervised Deep Learning for IoT Time Series Ya Liu Ying Zhou Kai Yang Xiao Wang AI4TS 118 37 0 07 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
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
Learning Informative Representation for Fairness-aware Multivariate Time-series Forecasting: A Group-based Perspective Hui He Qi Zhang Shoujin Wang Kun Yi ZhenDong Niu Longbin Cao AI4TS 88 12 0 27 Jan 2023
Parameterizing the cost function of Dynamic Time Warping with application to time series classification Matthieu Herrmann Chang Wei Tan Geoffrey I. Webb AI4TS 68 12 0 24 Jan 2023
WEASEL 2.0 -- A Random Dilated Dictionary Transform for Fast, Accurate and Memory Constrained Time Series Classification Patrick Schäfer Ulf Leser 71 19 0 24 Jan 2023
Ti-MAE: Self-Supervised Masked Time Series Autoencoders Zhe Li Zhongwen Rao Lujia Pan Pengyun Wang Zenglin Xu AI4TS 83 54 0 21 Jan 2023
LB-SimTSC: An Efficient Similarity-Aware Graph Neural Network for Semi-Supervised Time Series Classification Wenjie Xi A. Jain Li Zhang Jessica Lin AI4TS 42 1 0 12 Jan 2023
Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement Yuante Li Xin-xin Lu Yaqing Wang De-Yu Dou DiffM AI4TS 99 105 0 08 Jan 2023
Deep Temporal Contrastive Clustering Ying Zhong Dong Huang Chang-Dong Wang AI4TS 75 12 0 29 Dec 2022
Gaussian Process Latent Variable Modeling for Few-shot Time Series Forecasting Yunyao Cheng Chenjuan Guo Kai Chen Kai Zhao B. Yang Jiandong Xie Christian S. Jensen Feiteng Huang Kai Zheng AI4TS 78 1 0 20 Dec 2022
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
Matrix Profile XXVII: A Novel Distance Measure for Comparing Long Time Series Audrey Der Chin-Chia Michael Yeh R. Wu Junpeng Wang Yan Zheng Zhongfang Zhuang Liang Wang Wei Zhang Eamonn Keogh AI4TS 55 3 0 09 Dec 2022
Universal Distributional Decision-based Black-box Adversarial Attack with Reinforcement Learning Yiran Huang Yexu Zhou Michael Hefenbrock T. Riedel Likun Fang Michael Beigl AAML 28 3 0 15 Nov 2022
Music Instrument Classification Reprogrammed Hsin-Hung Chen Alexander Lerch 103 4 0 15 Nov 2022
Motif-guided Time Series Counterfactual Explanations Peiyu Li S. F. Boubrahimi S. M. Hamdi AI4TS 50 14 0 08 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 202 26 0 04 Nov 2022
TILDE-Q: A Transformation Invariant Loss Function for Time-Series Forecasting Hyunwoo Lee Chunggi Lee H. Lim Sungahn Ko AI4TS 46 3 0 26 Oct 2022
Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting Kun Yi Qi Zhang Liang Hu Hui He Ning An LongBing Cao ZhenDong Niu AI4TS 123 3 0 06 Oct 2022
Continuous Diagnosis and Prognosis by Controlling the Update Process of Deep Neural Networks Chenxi Sun Hongyan Li Moxian Song D. Cai B. Zhang linda Qiao 71 10 0 06 Oct 2022
Neuro-symbolic Models for Interpretable Time Series Classification using Temporal Logic Description Ruixuan Yan Tengfei Ma Achille Fokoue Maria Chang A. Julius AI4TS 73 8 0 15 Sep 2022
Explainable AI for clinical and remote health applications: a survey on tabular and time series data Flavio Di Martino Franca Delmastro AI4TS 66 99 0 14 Sep 2022