Label-efficient Time Series Representation Learning: A Review

Label-efficient Time Series Representation Learning: A Review

13 February 2023

Emadeldeen Eldele

Papers citing "Label-efficient Time Series Representation Learning: A Review"

18 / 18 papers shown

Title
Personalized Prediction of Recurrent Stress Events Using Self-Supervised Learning on Multimodal Time-Series Data Tanvir Islam Peter Washington 42 8 0 07 Jul 2023
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 45 34 0 02 Dec 2022
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency Xiang Zhang Ziyuan Zhao Theodoros Tsiligkaridis Marinka Zitnik AI4TS 70 274 0 17 Jun 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 42 67 0 15 Mar 2022
Unsupervised Time-Series Representation Learning with Iterative Bilinear Temporal-Spectral Fusion Ling Yang linda Qiao AI4TS 50 120 0 08 Feb 2022
Self-supervised Contrastive Learning for EEG-based Sleep Staging Xue Jiang Jianhui Zhao Bo Du Zhiyong Yuan 83 63 0 16 Sep 2021
Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding S. Tonekaboni Danny Eytan Anna Goldenberg CML SSL AI4TS 135 285 0 01 Jun 2021
Time Series Domain Adaptation via Sparse Associative Structure Alignment Ruichu Cai Jiawei Chen Zijian Li Wei Chen Keli Zhang Junjian Ye Zhuozhang Li Xiaoyan Yang Zhenjie Zhang CML TTA OOD AI4TS 55 89 0 22 Dec 2020
Uncovering the structure of clinical EEG signals with self-supervised learning Hubert J. Banville O. Chehab Aapo Hyvarinen Denis A. Engemann Alexandre Gramfort 53 196 0 31 Jul 2020
An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks Brian Kenji Iwana S. Uchida AI4TS 52 499 0 31 Jul 2020
Multi-Source Deep Domain Adaptation with Weak Supervision for Time-Series Sensor Data Garrett Wilson J. Doppa D. Cook TTA AI4TS AI4CE 44 146 0 22 May 2020
Time Series Data Augmentation for Deep Learning: A Survey Qingsong Wen Liang Sun Fan Yang Xiaomin Song Jing Gao Xue Wang Huan Xu AI4TS 56 642 0 27 Feb 2020
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence Kihyuk Sohn David Berthelot Chun-Liang Li Zizhao Zhang Nicholas Carlini E. D. Cubuk Alexey Kurakin Han Zhang Colin Raffel AAML 149 3,524 0 21 Jan 2020
EA-LSTM: Evolutionary Attention-based LSTM for Time Series Prediction Youru Li Zhenfeng Zhu Deqiang Kong Jinhyuk Lee Yao Zhao AI4TS 70 359 0 09 Nov 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 268 2,668 0 12 Sep 2018
DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG A. Supratak Hao Dong Chao Wu Yike Guo 79 954 0 12 Mar 2017
Adversarial Discriminative Domain Adaptation Eric Tzeng Judy Hoffman Kate Saenko Trevor Darrell GAN OOD 250 4,646 0 17 Feb 2017
How transferable are features in deep neural networks? J. Yosinski Jeff Clune Yoshua Bengio Hod Lipson OOD 179 8,309 0 06 Nov 2014