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Cited By
Label-efficient Time Series Representation Learning: A Review
13 February 2023
Emadeldeen Eldele
Mohamed Ragab
Zhenghua Chen
Min-man Wu
C. Kwoh
Xiaoli Li
AI4TS
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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
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