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
SeqNAS: Neural Architecture Search for Event Sequence Classification Igor Udovichenko Egor Shvetsov Denis Divitsky Dmitry Osin I. Trofimov Anatoliy Glushenko I. Sukharev Dmitry Berestnev Evgeny Burnaev 68 8 0 06 Jan 2024
Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects Pratibha Kumari Joohi Chauhan Afshin Bozorgpour Boqiang Huang Reza Azad Dorit Merhof 116 11 0 28 Dec 2023
Soft Contrastive Learning for Time Series Seunghan Lee Taeyoung Park Kibok Lee AI4TS 106 23 0 27 Dec 2023
Curriculum Design Helps Spiking Neural Networks to Classify Time Series Chenxi Sun Hongyan Li Moxian Song Derun Can linda Qiao 68 0 0 26 Dec 2023
TimesURL: Self-supervised Contrastive Learning for Universal Time Series Representation Learning Jiexi Liu Songcan Chen AI4TS 77 40 0 25 Dec 2023
Deep Unsupervised Domain Adaptation for Time Series Classification: a Benchmark Hassan Ismail Fawaz Ganesh Del Grosso Tanguy Kerdoncuff Aurélie Boisbunon Illyyne Saffar AI4TS 68 2 0 15 Dec 2023
Multi-Granularity Framework for Unsupervised Representation Learning of Time Series Chengyang Ye Qiang Ma AI4TS 53 0 0 12 Dec 2023
Series2Vec: Similarity-based Self-supervised Representation Learning for Time Series Classification Navid Mohammadi Foumani Chang Wei Tan Geoffrey I. Webb Hamid Rezatofighi Mahsa Salehi SSL AI4TS 105 5 0 07 Dec 2023
TransNAS-TSAD: Harnessing Transformers for Multi-Objective Neural Architecture Search in Time Series Anomaly Detection Ijazul Haq Byung Suk Lee Donna M. Rizzo AI4TS 54 7 0 29 Nov 2023
A Bag of Receptive Fields for Time Series Extrinsic Predictions Francesco Spinnato Riccardo Guidotti A. Monreale M. Nanni AI4TS 30 0 0 29 Nov 2023
XAI for time-series classification leveraging image highlight methods Georgios Makridis G. Fatouros Vasileios Koukos Dimitrios Kotios D. Kyriazis Ioannis Soldatos AI4TS 52 2 0 28 Nov 2023
FRUITS: Feature Extraction Using Iterated Sums for Time Series Classification Joscha Diehl Richard Krieg AI4TS 48 5 0 24 Nov 2023
Finding Foundation Models for Time Series Classification with a PreText Task Ali Ismail-Fawaz Maxime Devanne Stefano Berretti Jonathan Weber Germain Forestier 115 5 0 24 Nov 2023
Self-Distilled Representation Learning for Time Series Felix Pieper Konstantin Ditschuneit Martin Genzel Alexandra Lindt Johannes Otterbach AI4TS 64 1 0 19 Nov 2023
Inherently Interpretable Time Series Classification via Multiple Instance Learning Joseph Early Gavin K. C. Cheung Kurt Cutajar Hanting Xie Jas Kandola Niall Twomey AI4TS 100 13 0 16 Nov 2023
FourierGNN: Rethinking Multivariate Time Series Forecasting from a Pure Graph Perspective Kun Yi Qi Zhang Wei Fan Hui He Liang Hu Pengyang Wang Ning An Longbin Cao ZhenDong Niu AI4TS 78 129 0 10 Nov 2023
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 87 5 0 05 Nov 2023
Temporal Treasure Hunt: Content-based Time Series Retrieval System for Discovering Insights Chin-Chia Michael Yeh Huiyuan Chen Xin Dai Yan Zheng Yujie Fan ... Junpeng Wang Audrey Der Zhongfang Zhuang Liang Wang Wei Zhang 49 1 0 05 Nov 2023
Performance Improvement in Multi-class Classification via Automated Hierarchy Generation and Exploitation through Extended LCPN Schemes Celal Alagoz 22 0 0 31 Oct 2023
Raising the ClaSS of Streaming Time Series Segmentation Arik Ermshaus Patrick Schäfer Ulf Leser AI4TS 62 6 0 31 Oct 2023
Bayes beats Cross Validation: Efficient and Accurate Ridge Regression via Expectation Maximization Shu Yu Tew Mario Boley Daniel F. Schmidt UQCV 130 4 0 29 Oct 2023
Interpretable time series neural representation for classification purposes E. L. Naour G. Agoua Nicolas Baskiotis Vincent Guigue AI4TS 31 0 0 25 Oct 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 65 0 0 22 Oct 2023
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 172 125 0 16 Oct 2023
Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey Zijun Gao Lingbo Li AI4TS 105 9 0 16 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 88 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
T-Rep: Representation Learning for Time Series using Time-Embeddings Archibald Fraikin Adrien Bennetot S. Allassonnière AI4TS 77 13 0 06 Oct 2023
Introducing the Attribution Stability Indicator: a Measure for Time Series XAI Attributions U. Schlegel Daniel A. Keim AI4TS 92 1 0 06 Oct 2023
Multitask Learning for Time Series Data with 2D Convolution Chin-Chia Michael Yeh Xin Dai Yan Zheng Junpeng Wang Huiyuan Chen Yujie Fan Audrey Der Zhongfang Zhuang Liang Wang Wei Zhang AI4TS 78 3 0 05 Oct 2023
An Efficient Content-based Time Series Retrieval System Chin-Chia Michael Yeh Huiyuan Chen Xin Dai Yan Zheng Junpeng Wang ... Audrey Der Zhongfang Zhuang Liang Wang Wei Zhang Jeff M. Phillips 68 6 0 05 Oct 2023
Toward a Foundation Model for Time Series Data Chin-Chia Michael Yeh Xin Dai Huiyuan Chen Yan Zheng Yujie Fan ... Vivian Lai Zhongfang Zhuang Junpeng Wang Liang Wang Wei Zhang AI4TS AI4CE 159 26 0 05 Oct 2023
Adversarial Machine Learning for Social Good: Reframing the Adversary as an Ally Shawqi Al-Maliki Adnan Qayyum Hassan Ali M. Abdallah Junaid Qadir D. Hoang Dusit Niyato Ala I. Al-Fuqaha AAML 121 3 0 05 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
Determining the Optimal Number of Clusters for Time Series Datasets with Symbolic Pattern Forest Md. Nishat Raihan AI4TS 47 2 0 01 Oct 2023
ShapeDBA: Generating Effective Time Series Prototypes using ShapeDTW Barycenter Averaging Ali Ismail-Fawaz Hassan Ismail Fawaz Franccois Petitjean Maxime Devanne Jonathan Weber Stefano Berretti Geoffrey I. Webb Germain Forestier AI4TS 52 6 0 28 Sep 2023
Unified Long-Term Time-Series Forecasting Benchmark Wenzhuo Zhou Szymon Haponiuk AI4TS 49 2 0 27 Sep 2023
Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels Gonzalo Uribarri Federico Barone A. Ansuini Erik Fransén AI4TS 89 6 0 25 Sep 2023
Learning Large-Scale MTP $_2$ Gaussian Graphical Models via Bridge-Block Decomposition Xiwen Wang Jiaxi Ying Daniel P. Palomar 68 3 0 23 Sep 2023
Generating Hierarchical Structures for Improved Time Series Classification Using Stochastic Splitting Functions Celal Alagoz 26 0 0 21 Sep 2023
Generative Pre-Training of Time-Series Data for Unsupervised Fault Detection in Semiconductor Manufacturing Sewoong Lee JinKyou Choi Min Su Kim AI4TS 77 0 0 20 Sep 2023
MCNS: Mining Causal Natural Structures Inside Time Series via A Novel Internal Causality Scheme Yuanhao Liu Dehui Du Zihan Jiang Anyan Huang Yiyang Li BDL CML AI4TS 50 0 0 13 Sep 2023
Examining the Effect of Pre-training on Time Series Classification Jiashu Pu Shiwei Zhao Ling Cheng Yongzhu Chang Runze Wu Tangjie Lv Rongsheng Zhang AI4TS 113 0 0 11 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
SWAP: Exploiting Second-Ranked Logits for Adversarial Attacks on Time Series Chang George Dong Liangwei Nathan Zheng Weitong Chen Wei Emma Zhang Lin Yue AAML 57 7 0 06 Sep 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
Automatic Feature Engineering for Time Series Classification: Evaluation and Discussion Aurélien Renault A. Bondu V. Lemaire D. Gay AI4TS 67 1 0 02 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 100 4 0 02 Aug 2023
QUANT: A Minimalist Interval Method for Time Series Classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb AI4TS 61 9 0 02 Aug 2023