Time-Series Representation Learning via Temporal and Contextual Contrasting

26 June 2021

Papers citing "Time-Series Representation Learning via Temporal and Contextual Contrasting"

50 / 207 papers shown

Title
Correlated Time Series Self-Supervised Representation Learning via Spatiotemporal Bootstrapping Luxuan Wang Lei Bai Ziyue Li Rui Zhao Fugee Tsung AI4TS SSL 32 13 0 12 Jun 2023
TS-MoCo: Time-Series Momentum Contrast for Self-Supervised Physiological Representation Learning Philipp Hallgarten David Bethge Ozan Özdenizci T. Große-Puppendahl Enkelejda Kasneci AI4TS 11 0 0 10 Jun 2023
Unsupervised Domain-agnostic Fake News Detection using Multi-modal Weak Signals Amila Silva Ling Luo S. Karunasekera C. Leckie 17 5 0 18 May 2023
A Survey on Time-Series Pre-Trained Models Qianli Ma Z. Liu Zhenjing Zheng Ziyang Huang Siying Zhu Zhongzhong Yu James T. Kwok AI4TS 31 50 0 18 May 2023
EENED: End-to-End Neural Epilepsy Detection based on Convolutional Transformer Chenyu Liu Xin-qiu Zhou Yang Liu ViT MedIm 18 1 0 17 May 2023
Correlation-Driven Multi-Level Multimodal Learning for Anomaly Detection on Multiple Energy Sources Taehee Kim Yuxing Tang 16 0 0 01 May 2023
Self-supervised Activity Representation Learning with Incremental Data: An Empirical Study Jason Liu Shohreh Deldari Hao Xue Van-Hau Nguyen Flora D. Salim AI4TS CLL SSL 24 2 0 01 May 2023
Full Scaling Automation for Sustainable Development of Green Data Centers Shiyu Wang Yinbo Sun X. Shi Shiyi Zhu Linfao Ma James Y. Zhang Yifei Zheng Jian Liu 30 8 0 01 May 2023
UniTS: A Universal Time Series Analysis Framework with Self-supervised Representation Learning Zhiyu Liang Cheng Liang Zheng Liang Hongzhi Wang SSL AI4TS 20 1 0 24 Mar 2023
Time Series Contrastive Learning with Information-Aware Augmentations Dongsheng Luo Wei Cheng Yingheng Wang Dongkuan Xu Jingchao Ni ... Xuchao Zhang Yanchi Liu Yuncong Chen Haifeng Chen Xiang Zhang AI4TS 24 55 0 21 Mar 2023
Multi-Task Self-Supervised Time-Series Representation Learning Heejeong Choi Pilsung Kang AI4TS SSL 52 11 0 02 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 29 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 27 13 0 13 Feb 2023
Towards Enhancing Time Series Contrastive Learning: A Dynamic Bad Pair Mining Approach Xiang Lan Hanshu Yan linda Qiao Mengling Feng AI4TS 21 6 0 07 Feb 2023
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Navid Mohammadi Foumani Lynn Miller Chang Wei Tan G. I. Webb Germain Forestier Mahsa Salehi BDL AI4TS 30 93 0 06 Feb 2023
Style Feature Extraction Using Contrastive Conditioned Variational Autoencoders with Mutual Information Constraints S. Yasutomi Toshihisa Tanaka SSL DRL 19 0 0 03 Feb 2023
SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling Jiaxiang Dong Haixu Wu Haoran Zhang Li Zhang Jianmin Wang Mingsheng Long AI4TS 29 82 0 02 Feb 2023
Ti-MAE: Self-Supervised Masked Time Series Autoencoders Zhe Li Zhongwen Rao Lujia Pan Pengyun Wang Zenglin Xu AI4TS 26 49 0 21 Jan 2023
Unsupervised Multivariate Time-Series Transformers for Seizure Identification on EEG .Ilkay Yildiz Potter George Zerveas Carsten Eickhoff D. Duncan 6 12 0 03 Jan 2023
Convolution-enhanced Evolving Attention Networks Yujing Wang Yaming Yang Zhuowan Li Jiangang Bai Mingliang Zhang Xiangtai Li J. Yu Ce Zhang Gao Huang Yu Tong ViT 24 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 19 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 23 33 0 02 Dec 2022
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Yuqi Nie Nam H. Nguyen Phanwadee Sinthong Jayant Kalagnanam AIFin AI4TS 27 1,205 0 27 Nov 2022
DyG2Vec: Efficient Representation Learning for Dynamic Graphs Mohammad Ali Alomrani Mahdi Biparva Yingxue Zhang Mark J. Coates AI4TS 36 3 0 30 Oct 2022
Non-Contrastive Learning-based Behavioural Biometrics for Smart IoT Devices Oshan Jayawardena Fariza Rashid Suranga Seneviratne 11 0 0 24 Oct 2022
Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li 18 23 0 10 Oct 2022
PearNet: A Pearson Correlation-based Graph Attention Network for Sleep Stage Recognition Jianchao Lu Yuzhe Tian Shuang Wang Michael Sheng Xianglin Zheng GNN 27 6 0 26 Sep 2022
A Novel Semi-supervised Meta Learning Method for Subject-transfer Brain-computer Interface Jingcong Li Fei Wang Haiyun Huang Feifei Qi Jiahui Pan 19 31 0 07 Sep 2022
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Bin Cui Ming-Hsuan Yang DiffM MedIm 224 1,302 0 02 Sep 2022
SensorSCAN: Self-Supervised Learning and Deep Clustering for Fault Diagnosis in Chemical Processes Maksim Golyadkin Vitaliy Pozdnyakov L. Zhukov Ilya Makarov 22 8 0 17 Aug 2022
Multi-level Contrast Network for Wearables-based Joint Activity Segmentation and Recognition Songpengcheng Xia Lei Chu Ling Pei Wenxi Yu Robert C. Qiu 15 2 0 16 Aug 2022
Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li Cuntai Guan SSL AI4TS 9 80 0 13 Aug 2022
COCOA: Cross Modality Contrastive Learning for Sensor Data Shohreh Deldari Hao Xue Aaqib Saeed Daniel V. Smith Flora D. Salim SSL 40 38 0 31 Jul 2022
Respecting Time Series Properties Makes Deep Time Series Forecasting Perfect Li Shen Yuning Wei Yangzhu Wang AI4TS 16 8 0 22 Jul 2022
Utilizing Expert Features for Contrastive Learning of Time-Series Representations Manuel Nonnenmacher Lukas Oldenburg Ingo Steinwart David Reeb AI4TS 21 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 25 272 0 17 Jun 2022
Contrastive Learning for Unsupervised Domain Adaptation of Time Series Yilmazcan Ozyurt Stefan Feuerriegel Ce Zhang AI4TS 26 45 0 13 Jun 2022
Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data Shohreh Deldari Hao Xue Aaqib Saeed Jiayuan He Daniel V. Smith Flora D. Salim AI4TS 25 37 0 06 Jun 2022
Analysis of Augmentations for Contrastive ECG Representation Learning S. Soltanieh Ali Etemad J. Hashemi SSL 16 19 0 30 May 2022
Self-Supervised Time Series Representation Learning via Cross Reconstruction Transformer Wen-Rang Zhang Ling Yang Shijia Geng Shenda Hong ViT AI4TS 37 41 0 20 May 2022
Large Scale Time-Series Representation Learning via Simultaneous Low and High Frequency Feature Bootstrapping Vandan Gorade Azad Singh Deepak Mishra SSL AI4TS 17 7 0 24 Apr 2022
Neuro-BERT: Rethinking Masked Autoencoding for Self-supervised Neurological Pretraining Di Wu Siyuan Li Jie Yang Mohamad Sawan SSL 28 14 0 20 Apr 2022
mulEEG: A Multi-View Representation Learning on EEG Signals Vamsi Kumar Likith Reddy Shivam Kumar Sharma Kamalakar Dadi Chiranjeevi Yarra B. Raju Srijithesh P. Rajendran 11 16 0 07 Apr 2022
ADATIME: A Benchmarking Suite for Domain Adaptation on Time Series Data Mohamed Ragab Emadeldeen Eldele Wee Ling Tan Chuan-Sheng Foo Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li TTA OOD AI4TS 19 66 0 15 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 19 5 0 08 Mar 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 36 85 0 22 Feb 2022
What Makes Good Contrastive Learning on Small-Scale Wearable-based Tasks? Hangwei Qian Tian Tian C. Miao SSL 28 50 0 12 Feb 2022
Similarity learning for wells based on logging data Evgenia Romanenkova Alina Rogulina A. Shakirov N. Stulov Alexey Zaytsev L. Ismailova D. Kovalev Klemens Katterbauer A. Alshehri 17 16 0 11 Feb 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 25 119 0 08 Feb 2022
Contrastive predictive coding for Anomaly Detection in Multi-variate Time Series Data Theivendiram Pranavan Terence Sim Arulmurugan Ambikapathi Savitha Ramasamy AI4TS 26 7 0 08 Feb 2022