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
Meta Pattern Concern Score: A Novel Evaluation Measure with Human Values for Multi-classifiers Yanyun Wang Dehui Du Yuanhao Liu 34 0 0 14 Sep 2022
TSFool: Crafting Highly-Imperceptible Adversarial Time Series through Multi-Objective Attack Yanyun Wang Dehui Du Haibo Hu Zi Liang Yuanhao Liu AAML AI4TS 107 3 0 14 Sep 2022
Towards an Awareness of Time Series Anomaly Detection Models' Adversarial Vulnerability Shahroz Tariq B. Le Simon S. Woo AAML AI4TS 52 4 0 24 Aug 2022
Towards Inclusive HRI: Using Sim2Real to Address Underrepresentation in Emotion Expression Recognition Saba Akhyani Mehryar Abbasi Boroujeni Mo Chen Angelica Lim 169 6 0 15 Aug 2022
TSInterpret: A unified framework for time series interpretability Jacqueline Höllig Cedric Kulbach Steffen Thoma AI4TS AI4CE 62 2 0 10 Aug 2022
ClaSP -- Parameter-free Time Series Segmentation Arik Ermshaus Patrick Schäfer Ulf Leser AI4TS 109 37 0 28 Jul 2022
dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification Paul Boniol M. Meftah E. Remy Themis Palpanas AI4TS 48 27 0 25 Jul 2022
LETS-GZSL: A Latent Embedding Model for Time Series Generalized Zero Shot Learning Sathvik Bhaskarpandit Priyanka Gupta Manik Gupta BDL AI4TS 58 2 0 25 Jul 2022
Latent Space Unsupervised Semantic Segmentation Knut J. Strommen J. Tørresen Ulysse Côté-Allard AI4TS 37 3 0 22 Jul 2022
Transfer learning for time series classification using synthetic data generation Yarden Rotem Nathaniel Shimoni Lior Rokach Bracha Shapira SyDa 46 9 0 16 Jul 2022
Rethinking Attention Mechanism in Time Series Classification Bowen Zhao Huanlai Xing Xinhan Wang Fuhong Song Zhiwen Xiao AI4TS 56 36 0 14 Jul 2022
Out-of-Distribution Detection in Time-Series Domain: A Novel Seasonal Ratio Scoring Approach Taha Belkhouja Yan Yan J. Doppa OODD AI4TS 87 5 0 09 Jul 2022
Convolutional Neural Networks for Time-dependent Classification of Variable-length Time Series Azusa Sawada Taiki Miyagawa Akinori F. Ebihara S. Yachida Toshinori Hosoi AI4TS 45 2 0 08 Jul 2022
A geometric framework for outlier detection in high-dimensional data Moritz Herrmann Florian Pfisterer Fabian Scheipl 65 4 0 01 Jul 2022
Functional Nonlinear Learning Haixu Wang Jiguo Cao 29 7 0 22 Jun 2022
Motiflets -- Simple and Accurate Detection of Motifs in Time Series Patrick Schäfer Ulf Leser 51 20 0 08 Jun 2022
A Review and Evaluation of Elastic Distance Functions for Time Series Clustering Christopher Holder Matthew Middlehurst A. Bagnall AI4TS 88 43 0 30 May 2022
Generalizing to Evolving Domains with Latent Structure-Aware Sequential Autoencoder Tiexin Qin Shiqi Wang Haoliang Li CML BDL 50 25 0 16 May 2022
Investigating Temporal Convolutional Neural Networks for Satellite Image Time Series Classification: A survey James Brock Zahraa S Abdallah 49 4 0 13 Apr 2022
Few-Shot Forecasting of Time-Series with Heterogeneous Channels L. Brinkmeyer Rafael Rêgo Drumond Johannes Burchert Lars Schmidt-Thieme AI4TS 70 8 0 07 Apr 2022
Domain Adaptation for Time-Series Classification to Mitigate Covariate Shift Felix Ott David Rügamer Lucas Heublein Bernd Bischl Christopher Mutschler OOD TTA AI4TS 82 33 0 07 Apr 2022
Dimensionality Expansion of Load Monitoring Time Series and Transfer Learning for EMS Blavz Bertalanivc Jakob Jenko Carolina Fortuna 48 1 0 06 Apr 2022
HYDRA: Competing convolutional kernels for fast and accurate time series classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb 75 61 0 25 Mar 2022
Mixing Up Contrastive Learning: Self-Supervised Representation Learning for Time Series Kristoffer Wickstrøm Michael C. Kampffmeyer Karl Øyvind Mikalsen Robert Jenssen SSL AI4TS 54 96 0 17 Mar 2022
What is the best RNN-cell structure for forecasting each time series behavior? Rohaifa Khaldi A. E. Afia R. Chiheb Siham Tabik AI4TS 29 1 0 15 Mar 2022
Don't Get Me Wrong: How to Apply Deep Visual Interpretations to Time Series Christoffer Loeffler Wei-Cheng Lai Bjoern M. Eskofier Dario Zanca Lukas M. Schmidt Christopher Mutschler AI4TS FAtt 78 6 0 14 Mar 2022
S-Rocket: Selective Random Convolution Kernels for Time Series Classification Hojjat Salehinejad Yang Wang Yuanhao Yu Jingshan Tang S. Valaee AI4TS 67 15 0 07 Mar 2022
Early Time-Series Classification Algorithms: An Empirical Comparison C. Akasiadis E. Kladis Evangelos Michelioudakis E. Alevizos A. Artikis AI4TS 48 4 0 03 Mar 2022
Statistics and Deep Learning-based Hybrid Model for Interpretable Anomaly Detection Thabang Mathonsi Terence L van Zyl 65 0 0 25 Feb 2022
Model Reprogramming: Resource-Efficient Cross-Domain Machine Learning Pin-Yu Chen VLM 196 64 0 22 Feb 2022
HDC-MiniROCKET: Explicit Time Encoding in Time Series Classification with Hyperdimensional Computing Kenny Schlegel Peer Neubert P. Protzel AI4TS 62 23 0 16 Feb 2022
Spectral Propagation Graph Network for Few-shot Time Series Classification Ling Yang linda Qiao Luxia Zhang 68 2 0 08 Feb 2022
The FreshPRINCE: A Simple Transformation Based Pipeline Time Series Classifier Matthew Middlehurst A. Bagnall AI4TS 80 18 0 28 Jan 2022
Classification of Long Sequential Data using Circular Dilated Convolutional Neural Networks Lei Cheng Ruslan Khalitov Tong Yu Zhirong Yang 73 32 0 06 Jan 2022
Towards Similarity-Aware Time-Series Classification Daochen Zha Kwei-Herng Lai Kaixiong Zhou Helen Zhou AI4TS 99 25 0 05 Jan 2022
On the effectiveness of Randomized Signatures as Reservoir for Learning Rough Dynamics Enea Monzio Compagnoni Anna Scampicchio Luca Biggio Antonio Orvieto Thomas Hofmann Josef Teichmann 89 11 0 02 Jan 2022
An Efficient Federated Distillation Learning System for Multi-task Time Series Classification Huanlai Xing Zhiwen Xiao R. Qu Zonghai Zhu Bowen Zhao FedML 98 109 0 30 Dec 2021
Amercing: An Intuitive, Elegant and Effective Constraint for Dynamic Time Warping Matthieu Herrmann Geoffrey I. Webb 72 2 0 26 Nov 2021
A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges Denis Kleyko D. Rachkovskij Evgeny Osipov A. Rahim 113 138 0 12 Nov 2021
Deep Learning in Human Activity Recognition with Wearable Sensors: A Review on Advances Shibo Zhang Yaxuan Li Shen Zhang Farzad Shahabi S. Xia Yuanbei Deng N. Alshurafa BDL 113 319 0 31 Oct 2021
Cluster-and-Conquer: A Framework For Time-Series Forecasting Reese Pathak Rajat Sen Nikhil S. Rao N. Benjamin Erichson Michael I. Jordan Inderjit S. Dhillon AI4TS 76 2 0 26 Oct 2021
IB-GAN: A Unified Approach for Multivariate Time Series Classification under Class Imbalance Grace Deng Cuize Han T. Dreossi Clarence Lee David S. Matteson AI4TS 66 10 0 14 Oct 2021
A Multi-scale Time-series Dataset with Benchmark for Machine Learning in Decarbonized Energy Grids Xiangtian Zheng Nan Xu Loc Trinh Dongqi Wu Tong Huang S. Sivaranjani Yan Liu Le Xie AI4CE 67 47 0 12 Oct 2021
Chaos as an interpretable benchmark for forecasting and data-driven modelling W. Gilpin AI4TS 75 82 0 11 Oct 2021
Improving Time Series Classification Algorithms Using Octave-Convolutional Layers Samuel Harford Fazle Karim H. Darabi AI4TS 53 1 0 28 Sep 2021
Random Dilated Shapelet Transform: A New Approach for Time Series Shapelets Antoine Guillaume Christel Vrain Wael Elloumi AI4TS 109 31 0 28 Sep 2021
A geometric perspective on functional outlier detection Moritz Herrmann Fabian Scheipl 48 7 0 14 Sep 2021
Automated Label Generation for Time Series Classification with Representation Learning: Reduction of Label Cost for Training S. Bandyopadhyay Anish Datta A. Pal AI4TS 35 2 0 12 Jul 2021
TS2Vec: Towards Universal Representation of Time Series Zhihan Yue Yujing Wang Juanyong Duan Tianmeng Yang Congrui Huang Yu Tong Bixiong Xu AI4TS 143 592 0 19 Jun 2021
Voice2Series: Reprogramming Acoustic Models for Time Series Classification Chao-Han Huck Yang Yun-Yun Tsai Pin-Yu Chen AI4TS 120 130 0 17 Jun 2021