The UEA multivariate time series classification archive, 2018

31 October 2018

Eamonn Keogh

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

50 / 234 papers shown

Title
Fast and Robust Video-Based Exercise Classification via Body Pose Tracking and Scalable Multivariate Time Series Classifiers Ashish Singh Antonio Bevilacqua Thach le Nguyen Feiyan Hu Kevin McGuinness Martin O'Reilly D. Whelan Brian Caulfield Georgiana Ifrim 79 14 0 02 Oct 2022
DBT-DMAE: An Effective Multivariate Time Series Pre-Train Model under Missing Data Kai Zhang Qinmin Yang Chong Li AI4TS 28 0 0 16 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 110 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 57 4 0 24 Aug 2022
TSInterpret: A unified framework for time series interpretability Jacqueline Höllig Cedric Kulbach Steffen Thoma AI4TS AI4CE 67 2 0 10 Aug 2022
AUTOSHAPE: An Autoencoder-Shapelet Approach for Time Series Clustering Guozhong Li Byron Choi Jianliang Xu S. Bhowmick D. Mah G. Wong AI4TS 40 5 0 06 Aug 2022
LETS-GZSL: A Latent Embedding Model for Time Series Generalized Zero Shot Learning Sathvik Bhaskarpandit Priyanka Gupta Manik Gupta BDL AI4TS 63 2 0 25 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 49 2 0 08 Jul 2022
Neural Differential Equations for Learning to Program Neural Nets Through Continuous Learning Rules Kazuki Irie Francesco Faccio Jürgen Schmidhuber AI4TS 88 11 0 03 Jun 2022
TSEM: Temporally Weighted Spatiotemporal Explainable Neural Network for Multivariate Time Series Anh-Duy Pham Anastassia Kuestenmacher P. Ploeger AI4TS 113 5 0 25 May 2022
EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting Sheo Yon Jhin Jaehoon Lee Minju Jo Seung-Uk Kook Jinsung Jeon Jihyeon Hyeong Jayoung Kim Noseong Park AI4TS 92 20 0 19 Apr 2022
Few-Shot Forecasting of Time-Series with Heterogeneous Channels L. Brinkmeyer Rafael Rêgo Drumond Johannes Burchert Lars Schmidt-Thieme AI4TS 72 8 0 07 Apr 2022
Taking ROCKET on an Efficiency Mission: Multivariate Time Series Classification with LightWaveS Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal 77 6 0 04 Apr 2022
Path Development Network with Finite-dimensional Lie Group Representation Han Lou Siran Li Hao Ni 144 8 0 02 Apr 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
CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification Yijiang Chen Xiangdong Zhou Zhen Xing Zhidan Liu Minyang Xu AI4TS SSL 65 5 0 08 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
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
Flowformer: Linearizing Transformers with Conservation Flows Haixu Wu Jialong Wu Jiehui Xu Jianmin Wang Mingsheng Long 64 92 0 13 Feb 2022
Unifying Pairwise Interactions in Complex Dynamics Oliver M. Cliff Annie G. Bryant J. Lizier N. Tsuchiya Ben D. Fulcher 74 42 0 28 Jan 2022
Robust Augmentation for Multivariate Time Series Classification Hong Yang Travis J. Desell AI4TS 63 7 0 27 Jan 2022
Towards Similarity-Aware Time-Series Classification Daochen Zha Kwei-Herng Lai Kaixiong Zhou Helen Zhou AI4TS 105 25 0 05 Jan 2022
Deep Efficient Continuous Manifold Learning for Time Series Modeling Seungwoo Jeong Wonjun Ko A. Mulyadi Heung-Il Suk AI4TS 95 7 0 03 Dec 2021
Correlation Based Feature Subset Selection for Multivariate Time-Series Data Bahavathy Kathirgamanathan Padraig Cunningham AI4TS 30 1 0 26 Nov 2021
Mimic: An adaptive algorithm for multivariate time series classification Yuhui Wang D. Cook AI4TS 28 0 0 08 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
FlexConv: Continuous Kernel Convolutions with Differentiable Kernel Sizes David W. Romero Robert-Jan Bruintjes Jakub M. Tomczak Erik J. Bekkers Mark Hoogendoorn Jan van Gemert 177 83 0 15 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 78 82 0 11 Oct 2021
Time Series Classification Using Convolutional Neural Network On Imbalanced Datasets Syed Rawshon Jamil AI4TS 24 0 0 10 Oct 2021
Long Expressive Memory for Sequence Modeling T. Konstantin Rusch Siddhartha Mishra N. Benjamin Erichson Michael W. Mahoney AI4TS 251 46 0 10 Oct 2021
SMATE: Semi-Supervised Spatio-Temporal Representation Learning on Multivariate Time Series Jingwei Zuo K. Zeitouni Y. Taher AI4TS 105 17 0 01 Oct 2021
Second-Order Neural ODE Optimizer Guan-Horng Liu T. Chen Evangelos A. Theodorou 77 15 0 29 Sep 2021
Attentive Neural Controlled Differential Equations for Time-series Classification and Forecasting Sheo Yon Jhin H. Shin Seoyoung Hong Solhee Park Noseong Park AI4TS 66 24 0 04 Sep 2021
MrSQM: Fast Time Series Classification with Symbolic Representations Thach le Nguyen Georgiana Ifrim 62 14 0 02 Sep 2021
Computer Vision Self-supervised Learning Methods on Time Series Daesoo Lee Technology AI4TS 81 4 0 02 Sep 2021
Neural Controlled Differential Equations for Online Prediction Tasks James Morrill Patrick Kidger Lingyi Yang Terry Lyons AI4TS 94 44 0 21 Jun 2021
TS2Vec: Towards Universal Representation of Time Series Zhihan Yue Yujing Wang Juanyong Duan Tianmeng Yang Congrui Huang Yu Tong Bixiong Xu AI4TS 150 592 0 19 Jun 2021
Multi-Modal Prototype Learning for Interpretable Multivariable Time Series Classification Gaurav R. Ghosal R. Abbasi-Asl AI4TS 27 7 0 17 Jun 2021
Monash Time Series Forecasting Archive Rakshitha Godahewa Christoph Bergmeir Geoffrey I. Webb Rob J. Hyndman Pablo Montero-Manso AI4TS 88 163 0 14 May 2021
A Feature Selection Method for Multi-Dimension Time-Series Data Bahavathy Kathirgamanathan Padraig Cunningham AI4TS 29 10 0 22 Apr 2021
HIVE-COTE 2.0: a new meta ensemble for time series classification Matthew Middlehurst J. Large Michael Flynn Jason Lines A. Bostrom A. Bagnall AI4TS 118 250 0 15 Apr 2021
Explainable Artificial Intelligence (XAI) on TimeSeries Data: A Survey Thomas Rojat Raphael Puget David Filliat Javier Del Ser R. Gelin Natalia Díaz Rodríguez XAI AI4TS 103 135 0 02 Apr 2021
Learnable Dynamic Temporal Pooling for Time Series Classification Dongha Lee Seonghyeon Lee Hwanjo Yu AI4TS 92 29 0 02 Apr 2021
Neural Transformation Learning for Deep Anomaly Detection Beyond Images Chen Qiu Timo Pfrommer Marius Kloft Stephan Mandt Maja R. Rudolph ViT AI4TS 83 129 0 30 Mar 2021
UnICORNN: A recurrent model for learning very long time dependencies T. Konstantin Rusch Siddhartha Mishra 105 62 0 09 Mar 2021
Elastic Similarity and Distance Measures for Multivariate Time Series Ahmed Shifaz Charlotte Pelletier F. Petitjean Geoffrey I. Webb AI4TS 83 21 0 20 Feb 2021
Peering Beyond the Gradient Veil with Distributed Auto Differentiation Bradley T. Baker Aashis Khanal Vince D. Calhoun Barak A. Pearlmutter Sergey Plis 56 1 0 18 Feb 2021
CKConv: Continuous Kernel Convolution For Sequential Data David W. Romero Anna Kuzina Erik J. Bekkers Jakub M. Tomczak Mark Hoogendoorn 80 126 0 04 Feb 2021
MultiRocket: Multiple pooling operators and transformations for fast and effective time series classification Chang Wei Tan Angus Dempster Christoph Bergmeir Geoffrey I. Webb AI4TS 133 143 0 31 Jan 2021