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
Oscillatory State-Space Models T. Konstantin Rusch Daniela Rus AI4TS 485 9 0 04 Oct 2024
EBES: Easy Benchmarking for Event Sequences Dmitry Osin Igor Udovichenko Viktor Moskvoretskii Egor Shvetsov Evgeny Burnaev 202 2 0 04 Oct 2024
A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications Pengfei Wang Huanran Zheng Silong Dai Yiqiao Wang Xiaotian Gu Yuanbin Wu Xiaoling Wang SyDa AI4TS 162 4 0 26 Sep 2024
User-friendly Foundation Model Adapters for Multivariate Time Series Classification Vasilii Feofanov Romain Ilbert Malik Tiomoko Themis Palpanas I. Redko AI4TS 62 0 0 18 Sep 2024
COSCO: A Sharpness-Aware Training Framework for Few-shot Multivariate Time Series Classification Jesus Barreda Ashley Gomez Ruben Puga Kaixiong Zhou Li Zhang AI4TS 61 0 0 15 Sep 2024
Benchmarking Counterfactual Interpretability in Deep Learning Models for Time Series Classification Ziwen Kan Shahbaz Rezaei Xin Liu BDL AI4TS 64 0 0 22 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
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
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
Aircraft Trajectory Segmentation-based Contrastive Coding: A Framework for Self-supervised Trajectory Representation Thaweerath Phisannupawong J. J. Damanik Han-Lim Choi AI4TS SSL 71 2 0 29 Jul 2024
Towards Dynamic Feature Acquisition on Medical Time Series by Maximizing Conditional Mutual Information Fedor Sergeev Paola Malsot Gunnar Rätsch Vincent Fortuin AI4TS 88 0 0 18 Jul 2024
Omni-Dimensional Frequency Learner for General Time Series Analysis Xianing Chen Hanting Chen Hailin Hu AI4TS 75 0 0 15 Jul 2024
Parameter inference from a non-stationary unknown process Kieran S. Owens Ben D. Fulcher AI4TS 71 1 0 12 Jul 2024
LETS-C: Leveraging Text Embedding for Time Series Classification Rachneet Kaur Zhen Zeng T. Balch Manuela Veloso AI4TS 100 0 0 09 Jul 2024
Capturing Temporal Components for Time Series Classification Venkata Ragavendra Vavilthota Ranjith Ramanathan Sathyanarayanan N. Aakur 51 0 0 20 Jun 2024
A Primal-Dual Framework for Transformers and Neural Networks Tan M. Nguyen Tam Nguyen Nhat Ho Andrea L. Bertozzi Richard G. Baraniuk Stanley J. Osher ViT 73 14 0 19 Jun 2024
Data Augmentation for Multivariate Time Series Classification: An Experimental Study Romain Ilbert Thai V. Hoang Zonghua Zhang 72 1 0 10 Jun 2024
Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models Ali Behrouz Michele Santacatterina Ramin Zabih Mamba AI4TS 92 5 0 06 Jun 2024
TSCMamba: Mamba Meets Multi-View Learning for Time Series Classification Md Atik Ahamed Qiang Cheng Mamba 129 4 0 06 Jun 2024
Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching Fernando Moreno-Pino Alvaro Arroyo H. Waldon Xiaowen Dong Álvaro Cartea AI4TS 113 1 0 31 May 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
ShapeFormer: Shapelet Transformer for Multivariate Time Series Classification Xuan-May Le Ling Luo Uwe Aickelin Minh-Tuan Tran 62 10 0 23 May 2024
Attention as an RNN Leo Feng Frederick Tung Hossein Hajimirsadeghi Mohamed Osama Ahmed Yoshua Bengio Greg Mori GNN AI4TS 102 8 0 22 May 2024
UniCL: A Universal Contrastive Learning Framework for Large Time Series Models Jiawei Li Jingshu Peng Haoyang Li Lei Chen AI4TS 97 3 0 17 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
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 103 29 0 03 May 2024
AdaFSNet: Time Series Classification Based on Convolutional Network with a Adaptive and Effective Kernel Size Configuration Haoxiao Wang Bo Peng Jianhua Zhang Xu Cheng AI4TS 83 1 0 28 Apr 2024
TimeCSL: Unsupervised Contrastive Learning of General Shapelets for Explorable Time Series Analysis Zhiyu Liang Cheng Liang Zheng Liang Hongzhi Wang Bo Zheng 71 1 0 07 Apr 2024
Towards Diverse Perspective Learning with Selection over Multiple Temporal Poolings Jihyeon Seong Jungmin Kim Jaesik Choi AI4TS 81 1 0 14 Mar 2024
Caformer: Rethinking Time Series Analysis from Causal Perspective Kexuan Zhang Xiaobei Zou Yang Tang AI4TS 59 2 0 13 Mar 2024
ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis Mingyue Cheng Jiqian Yang Tingyue Pan Qi Liu Zhi Li AI4TS 78 16 0 03 Mar 2024
UNITS: A Unified Multi-Task Time Series Model Shanghua Gao Teddy Koker Owen Queen Thomas Hartvigsen Theodoros Tsiligkaridis Marinka Zitnik AI4TS 122 26 0 29 Feb 2024
Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data YongKyung Oh Dongyoung Lim Sungil Kim AI4TS 164 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
ContiFormer: Continuous-Time Transformer for Irregular Time Series Modeling Yuqi Chen Kan Ren Yansen Wang Yuchen Fang Weiwei Sun Dongsheng Li AI4TS 130 40 0 16 Feb 2024
Multi-Patch Prediction: Adapting LLMs for Time Series Representation Learning Hao Wang Xu Ju Jiangtong Li Zhijian Xu Dawei Cheng Qiang Xu AI4TS KELM 92 19 0 07 Feb 2024
Rank Supervised Contrastive Learning for Time Series Classification Qianying Ren Dongsheng Luo Dongjin Song AI4TS 62 2 0 31 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
TNANet: A Temporal-Noise-Aware Neural Network for Suicidal Ideation Prediction with Noisy Physiological Data Niqi Liu Fang Liu Wenqi Ji Xinxin Du Xu Liu Guozhen Zhao Wenting Mu Yong Liu 30 0 0 23 Jan 2024
RWKV-TS: Beyond Traditional Recurrent Neural Network for Time Series Tasks Haowen Hou F. Richard Yu AI4TS 85 25 0 17 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
Soft Contrastive Learning for Time Series Seunghan Lee Taeyoung Park Kibok Lee AI4TS 106 23 0 27 Dec 2023
ChemTime: Rapid and Early Classification for Multivariate Time Series Classification of Chemical Sensors Alexander M. Moore Randy C. Paffenroth Ken T. Ngo J. Uzarski AI4TS 31 1 0 15 Dec 2023
Unsupervised Multi-modal Feature Alignment for Time Series Representation Learning Cheng Liang Donghua Yang Zhiyu Liang Hongzhi Wang Zheng Liang Xiyang Zhang Jianfeng Huang AI4TS 467 2 0 09 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 107 5 0 07 Dec 2023
A Bag of Receptive Fields for Time Series Extrinsic Predictions Francesco Spinnato Riccardo Guidotti A. Monreale M. Nanni AI4TS 33 0 0 29 Nov 2023
One Fits All: Universal Time Series Analysis by Pretrained LM and Specially Designed Adaptors Tian Zhou Peisong Niu Xue Wang Liang Sun Rong Jin AI4TS 105 2 0 24 Nov 2023
FRUITS: Feature Extraction Using Iterated Sums for Time Series Classification Joscha Diehl Richard Krieg AI4TS 53 5 0 24 Nov 2023
Large Pre-trained time series models for cross-domain Time series analysis tasks Harshavardhan Kamarthi B. A. Prakash VLM AI4TS 121 12 0 19 Nov 2023
Self-Distilled Representation Learning for Time Series Felix Pieper Konstantin Ditschuneit Martin Genzel Alexandra Lindt Johannes Otterbach AI4TS 72 1 0 19 Nov 2023