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
Explanation Space: A New Perspective into Time Series Interpretability Shahbaz Rezaei Xin Liu AI4TS 237 2 0 02 Sep 2024
A Scalable k-Medoids Clustering via Whale Optimization Algorithm Huang Chenan N. Tsutsumida 44 1 0 30 Aug 2024
Benchmarking Counterfactual Interpretability in Deep Learning Models for Time Series Classification Ziwen Kan Shahbaz Rezaei Xin Liu BDL AI4TS 61 0 0 22 Aug 2024
Interactive Counterfactual Generation for Univariate Time Series U. Schlegel Julius Rauscher Daniel A. Keim AI4TS 68 1 0 20 Aug 2024
Finding the DeepDream for Time Series: Activation Maximization for Univariate Time Series U. Schlegel Daniel A. Keim Tobias Sutter AI4TS 28 1 0 20 Aug 2024
RandomNet: Clustering Time Series Using Untrained Deep Neural Networks Xiaosheng Li Wenjie Xi Jessica Lin AI4TS 48 2 0 15 Aug 2024
A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining Audrey Der Chin-Chia Michael Yeh Xin Dai Huiyuan Chen Yan Zheng ... Vivian Lai Junpeng Wang Liang Wang Wei Zhang Eamonn J. Keogh AI4TS 68 1 0 15 Aug 2024
Kolmogorov-Arnold Networks (KAN) for Time Series Classification and Robust Analysis Chang Dong Liangwei Nathan Zheng Weitong Chen AI4TS 79 16 0 14 Aug 2024
An End-to-End Model for Time Series Classification In the Presence of Missing Values Pengshuai Yao Mengna Liu Xu Cheng Fan Shi Huan Li Xiufeng Liu Shengyong Chen AI4TS 66 0 0 11 Aug 2024
Classification of Raw MEG/EEG Data with Detach-Rocket Ensemble: An Improved ROCKET Algorithm for Multivariate Time Series Analysis Adria Solana Erik Fransén Gonzalo Uribarri 64 2 0 05 Aug 2024
Low-Power Vibration-Based Predictive Maintenance for Industry 4.0 using Neural Networks: A Survey Riccardo Pellini Sven Nitzsche Daniel Floegel Tobias Schürmann Stefan von Dosky Maurizio Ferrari Dacrema Marvin Mußler Florian Kälber Sören Hohmann Juergen Becker 54 3 0 01 Aug 2024
Con4m: Context-aware Consistency Learning Framework for Segmented Time Series Classification Junru Chen Tianyu Cao Ninon De Mecquenem Jiahe Li Zhilong Chen F. Friederici Yang Yang 121 1 0 31 Jul 2024
Learning Optimal Signal Temporal Logic Decision Trees for Classification: A Max-Flow MILP Formulation Kaier Liang Gustavo A. Cardona Disha Kamale C. Vasile 51 0 0 30 Jul 2024
Revisiting the robustness of post-hoc interpretability methods Jiawen Wei Hugues Turbé G. Mengaldo AAML 118 4 0 29 Jul 2024
HIERVAR: A Hierarchical Feature Selection Method for Time Series Analysis Alireza Keshavarzian S. Valaee 69 0 0 22 Jul 2024
Filtration learning in exact multi-parameter persistent homology and classification of time-series data Keunsu Kim Jae-Hun Jung 45 0 0 28 Jun 2024
Capturing Temporal Components for Time Series Classification Venkata Ragavendra Vavilthota Ranjith Ramanathan Sathyanarayanan N. Aakur 51 0 0 20 Jun 2024
Improving the Evaluation and Actionability of Explanation Methods for Multivariate Time Series Classification D. Serramazza Thach le Nguyen Georgiana Ifrim 70 3 0 18 Jun 2024
On when is Reservoir Computing with Cellular Automata Beneficial? T. Glover Evgeny Osipov Stefano Nichele 116 1 0 13 Jun 2024
Data Augmentation for Multivariate Time Series Classification: An Experimental Study Romain Ilbert Thai V. Hoang Zonghua Zhang 69 1 0 10 Jun 2024
Denoising-Aware Contrastive Learning for Noisy Time Series Shuang Zhou Daochen Zha Xiao Shen Xiao Shi Huang Rui Zhang Fu-Lai Chung AI4TS 78 2 0 07 Jun 2024
ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency Learning Yihang Wang Yuying Qiu Peng Chen Kai Zhao Yang Shu Zhongwen Rao Lujia Pan Bin Yang Chenjuan Guo AI4TS AI4CE 92 11 0 24 May 2024
SimAD: A Simple Dissimilarity-based Approach for Time Series Anomaly Detection Zhijie Zhong Zhiwen Yu Xing Xi Yue Xu Jiahui Chen Kaixiang Yang AI4TS 77 2 0 18 May 2024
TimeX++: Learning Time-Series Explanations with Information Bottleneck Zichuan Liu Tianchun Wang Jimeng Shi Xu Zheng Zhuomin Chen Lei Song Wenqian Dong J. Obeysekera Farhad Shirani Dongsheng Luo AI4TS 89 11 0 15 May 2024
Establishing a Unified Evaluation Framework for Human Motion Generation: A Comparative Analysis of Metrics Ali Ismail-Fawaz Maxime Devanne Stefano Berretti Jonathan Weber Germain Forestier EGVM 82 4 0 13 May 2024
TS3IM: Unveiling Structural Similarity in Time Series through Image Similarity Assessment Insights Yuhan Liu Ke Tu AI4TS 28 1 0 10 May 2024
Concrete Dense Network for Long-Sequence Time Series Clustering Redemptor Jr Laceda Taloma Patrizio Pisani Danilo Comminiello AI4TS 81 0 0 08 May 2024
A Survey of Few-Shot Learning for Biomedical Time Series Chenqi Li Timothy Denison Tingting Zhu 94 1 0 03 May 2024
A Survey of Time Series Foundation Models: Generalizing Time Series Representation with Large Language Model Weiqi Zhang Jiexia Ye Ke Yi Yongzi Yu Ziyue Li Jia Li Fugee Tsung AI4TS AI4CE 98 29 0 03 May 2024
Multi-Sample Dynamic Time Warping for Few-Shot Keyword Spotting Kevin Wilkinghoff Alessia Cornaggia 82 0 0 23 Apr 2024
LAMPER: LanguAge Model and Prompt EngineeRing for zero-shot time series classification Zhicheng Du Zhaotian Xie Yan Tong Peiwu Qin AI4TS 38 1 0 23 Mar 2024
Supervised Learning via Ensembles of Diverse Functional Representations: the Functional Voting Classifier Donato Riccio Fabrizio Maturo Elvira Romano 36 3 0 23 Mar 2024
Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings Jihyeon Seong Jungmin Kim Jaesik Choi AI4TS 81 1 0 14 Mar 2024
Leveraging Compressed Frame Sizes For Ultra-Fast Video Classification Yuxing Han Yunan Ding Chen Ye Gan Jiangtao Wen 44 0 0 13 Mar 2024
Dataset Condensation for Time Series Classification via Dual Domain Matching Zhanyu Liu Ke Hao Guanjie Zheng Yanwei Yu DD 120 5 0 12 Mar 2024
United We Pretrain, Divided We Fail! Representation Learning for Time Series by Pretraining on 75 Datasets at Once Maurice Kraus Felix Divo David Steinmann Devendra Singh Dhami Kristian Kersting AI4TS 85 1 0 23 Feb 2024
Deep Coupling Network For Multivariate Time Series Forecasting Kun Yi Qi Zhang Hui He Kaize Shi Liang Hu Ning An ZhenDong Niu AI4TS 65 6 0 23 Feb 2024
Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data YongKyung Oh Dongyoung Lim Sungil Kim AI4TS 158 17 0 22 Feb 2024
MSTAR: Multi-Scale Backbone Architecture Search for Timeseries Classification Tue Cao N.H. Tran Hieu H. Pham Hung T. Nguyen Le P. Nguyen 68 0 0 21 Feb 2024
Multivariate Functional Linear Discriminant Analysis for the Classification of Short Time Series with Missing Data Rahul Bordoloi Clémence Réda Orell Trautmann Saptarshi Bej Olaf Wolkenhauer 28 2 0 20 Feb 2024
Right on Time: Revising Time Series Models by Constraining their Explanations Maurice Kraus David Steinmann Antonia Wüst Andre Kokozinski Kristian Kersting AI4TS 92 4 0 20 Feb 2024
Parametric Augmentation for Time Series Contrastive Learning Xu Zheng Tianchun Wang Wei Cheng Aitian Ma Haifeng Chen Mo Sha Dongsheng Luo AI4TS 82 15 0 16 Feb 2024
Timer: Generative Pre-trained Transformers Are Large Time Series Models Yong Liu Haoran Zhang Chenyu Li Xiangdong Huang Jianmin Wang Mingsheng Long AIFin AI4TS AI4CE 112 66 0 04 Feb 2024
Rank Supervised Contrastive Learning for Time Series Classification Qianying Ren Dongsheng Luo Dongjin Song AI4TS 62 2 0 31 Jan 2024
Evaluation of k-means time series clustering based on z-normalization and NP-Free Ming-Chang Lee Jia-Chun Lin Volker Stolz AI4TS 66 0 0 28 Jan 2024
Prevalidated ridge regression is a highly-efficient drop-in replacement for logistic regression for high-dimensional data Angus Dempster Geoffrey I. Webb Daniel F. Schmidt 89 0 0 28 Jan 2024
A Survey of Deep Learning and Foundation Models for Time Series Forecasting John A. Miller Mohammed Aldosari Farah Saeed Nasid Habib Barna Subas Rana I. Arpinar Ninghao Liu AI4TS AI4CE 111 22 0 25 Jan 2024
PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies Audrey Der Chin-Chia Michael Yeh Yan Zheng Junpeng Wang Zhongfang Zhuang Liang Wang Wei Zhang Eamonn J. Keogh AI4TS 76 2 0 16 Jan 2024
Enhancing Evolving Domain Generalization through Dynamic Latent Representations Binghui Xie Yongqiang Chen Jiaqi Wang Kaiwen Zhou Bo Han Wei Meng James Cheng 111 5 0 16 Jan 2024
Universal Time-Series Representation Learning: A Survey Patara Trirat Yooju Shin Junhyeok Kang Youngeun Nam Jihye Na Minyoung Bae Joeun Kim Byunghyun Kim Jae-Gil Lee AI4TS 131 17 0 08 Jan 2024