Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding

1 June 2021

Danny Eytan

Papers citing "Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding"

44 / 44 papers shown

Title
Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning Minbo Ma Kai Tang Huan Li Fei Teng Dalin Zhang Tianrui Li AI4TS 46 0 0 24 Feb 2025
Efficient Hierarchical Contrastive Self-supervising Learning for Time Series Classification via Importance-aware Resolution Selection Kevin Garcia Juan Manuel Perez Yifeng Gao AI4TS 52 0 0 14 Feb 2025
Structure-preserving contrastive learning for spatial time series Yiru Jiao Sander van Cranenburgh Simeon C. Calvert H. Lint AI4TS 100 0 0 10 Feb 2025
TOTEM: TOkenized Time Series EMbeddings for General Time Series Analysis Sabera Talukder Yisong Yue Georgia Gkioxari AI4TS 60 13 0 03 Jan 2025
PaPaGei: Open Foundation Models for Optical Physiological Signals Arvind Pillai Dimitris Spathis F. Kawsar Mohammad Malekzadeh VLM 44 7 0 27 Oct 2024
Electrocardiogram-Language Model for Few-Shot Question Answering with Meta Learning Jialu Tang Tong Xia Yuan Lu Cecilia Mascolo Aaqib Saeed AI4MH 59 2 0 18 Oct 2024
EBES: Easy Benchmarking for Event Sequences Dmitry Osin Igor Udovichenko Viktor Moskvoretskii Egor Shvetsov Evgeny Burnaev 54 1 0 04 Oct 2024
Capturing Temporal Components for Time Series Classification Venkata Ragavendra Vavilthota Ranjith Ramanathan Sathyanarayanan N. Aakur 33 0 0 20 Jun 2024
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series Zahra Zamanzadeh Darban Yiyuan Yang Geoffrey I. Webb Charu C. Aggarwal Qingsong Wen Xiaojun Jia Mahsa Salehi 65 0 0 17 Apr 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond Lecheng Zheng Baoyu Jing Zihao Li Hanghang Tong Jingrui He VLM 51 19 0 30 Mar 2024
Automated Contrastive Learning Strategy Search for Time Series Baoyu Jing Yansen Wang Guoxin Sui Jing Hong Jingrui He Yuqing Yang Dongsheng Li Kan Ren AI4TS 37 6 0 19 Mar 2024
Pretext Training Algorithms for Event Sequence Data Yimu Wang He Zhao Ruizhi Deng Frederick Tung Greg Mori AI4TS 34 0 0 16 Feb 2024
Rank Supervised Contrastive Learning for Time Series Classification Qianying Ren Dongsheng Luo Dongjin Song AI4TS 29 2 0 31 Jan 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 79 15 0 30 Jan 2024
MLEM: Generative and Contrastive Learning as Distinct Modalities for Event Sequences Viktor Moskvoretskii Dmitry Osin Egor Shvetsov Igor Udovichenko Maxim Zhelnin Andrey Dukhovny Anna Zhimerikina Evgeny Burnaev AI4TS 48 2 0 29 Jan 2024
Non-Neighbors Also Matter to Kriging: A New Contrastive-Prototypical Learning Zhishuai Li Yunhao Nie Ziyue Li Lei Bai Yisheng Lv Rui Zhao 23 5 0 23 Jan 2024
Event-Based Contrastive Learning for Medical Time Series Hyewon Jeong Nassim Oufattole Matthew B. A. McDermott Aparna Balagopalan P. Chandak Marzyeh Ghassemi Collin M. Stultz 34 4 0 16 Dec 2023
SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation Hyun Ryu Sunjae Yoon Hee Suk Yoon Eunseop Yoon Changdong Yoo AI4TS 29 2 0 10 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 250 1 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 33 5 0 07 Dec 2023
Large Pre-trained time series models for cross-domain Time series analysis tasks Harshavardhan Kamarthi B. A. Prakash VLM AI4TS 27 10 0 19 Nov 2023
COSTAR: Improved Temporal Counterfactual Estimation with Self-Supervised Learning Chuizheng Meng Yihe Dong Sercan O. Arik Yan Liu Tomas Pfister CML AI4TS 34 0 0 01 Nov 2023
Contrast Everything: A Hierarchical Contrastive Framework for Medical Time-Series Yihe Wang Yu Han Haishuai Wang Xiang Zhang AI4TS 42 46 0 21 Oct 2023
LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters Ching Chang Wei-Yao Wang Wenjie Peng Tien-Fu Chen AI4TS 43 46 0 16 Aug 2023
TEST: Text Prototype Aligned Embedding to Activate LLM's Ability for Time Series Chenxi Sun Hongyan Li Yaliang Li linda Qiao AI4TS 42 115 0 16 Aug 2023
Improving the Transferability of Time Series Forecasting with Decomposition Adaptation Yan-hong Gao Yan Wang Qiang Wang AI4TS 31 0 0 30 Jun 2023
Pixel-wise Agricultural Image Time Series Classification: Comparisons and a Deformable Prototype-based Approach Elliot Vincent Jean Ponce Mathieu Aubry AI4TS 15 5 0 22 Mar 2023
TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders Mingyue Cheng Qi Liu Zhiding Liu Haotong Zhang Rujiao Zhang Enhong Chen AI4TS 47 42 0 01 Mar 2023
Label-efficient Time Series Representation Learning: A Review Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 40 13 0 13 Feb 2023
Unsupervised Driving Event Discovery Based on Vehicle CAN-data Thomas Kreutz O. Esbel M. Mühlhäuser Alejandro Sánchez Guinea 30 1 0 12 Jan 2023
Unsupervised 4D LiDAR Moving Object Segmentation in Stationary Settings with Multivariate Occupancy Time Series T. Kreutz M. Mühlhäuser Alejandro Sánchez Guinea 54 13 0 30 Dec 2022
Convolution-enhanced Evolving Attention Networks Yujing Wang Yaming Yang Zhuowan Li Jiangang Bai Mingliang Zhang Xiangtai Li Jiahao Yu Ce Zhang Gao Huang Yu Tong ViT 32 6 0 16 Dec 2022
Contrastive Domain Adaptation for Time-Series via Temporal Mixup Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 27 29 0 03 Dec 2022
MHCCL: Masked Hierarchical Cluster-Wise Contrastive Learning for Multivariate Time Series Qianwen Meng Hangwei Qian Yong Liu Li-zhen Cui Yonghui Xu Zhiqi Shen AI4TS 36 33 0 02 Dec 2022
Contrastive Learning for Time Series on Dynamic Graphs Yitian Zhang Florence Regol Antonios Valkanas Mark Coates AI4TS 24 0 0 21 Sep 2022
Utilizing Expert Features for Contrastive Learning of Time-Series Representations Manuel Nonnenmacher Lukas Oldenburg Ingo Steinwart David Reeb AI4TS 45 21 0 23 Jun 2022
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency Xiang Zhang Ziyuan Zhao Theodoros Tsiligkaridis Marinka Zitnik AI4TS 47 272 0 17 Jun 2022
Contrastive Learning for Unsupervised Domain Adaptation of Time Series Yilmazcan Ozyurt Stefan Feuerriegel Ce Zhang AI4TS 41 45 0 13 Jun 2022
VNIbCReg: VICReg with Neighboring-Invariance and better-Covariance Evaluated on Non-stationary Seismic Signal Time Series Daesoo Lee Erlend Aune N. Langet J. Eidsvik 20 0 0 06 Apr 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 47 86 0 22 Feb 2022
Time Series Anomaly Detection by Cumulative Radon Features Yedid Hoshen AI4TS 21 2 0 08 Feb 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 33 119 0 08 Feb 2022
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 49 9 0 05 Jun 2021
Efficient Estimation of Word Representations in Vector Space Tomas Mikolov Kai Chen G. Corrado J. Dean 3DV 322 31,297 0 16 Jan 2013