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Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification


Aug 13, 2022
Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Xiaoli Li, Cuntai Guan

* Under review - TPAMI. arXiv admin note: substantial text overlap with arXiv:2106.14112 

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Domain Generalization via Selective Consistency Regularization for Time Series Classification


Jun 16, 2022
Wenyu Zhang, Mohamed Ragab, Chuan-Sheng Foo

* Accepted to ICPR 2022 

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ADATIME: A Benchmarking Suite for Domain Adaptation on Time Series Data


Mar 15, 2022
Mohamed Ragab, Emadeldeen Eldele, Wee Ling Tan, Chuan-Sheng Foo, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Xiaoli Li

* Under Review. The main paper is 16 pages, and the supplementary is 9 pages 

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Self-supervised Autoregressive Domain Adaptation for Time Series Data


Nov 29, 2021
Mohamed Ragab, Emadeldeen Eldele, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Xiaoli Li

* Under Review 

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Adversarial Domain Adaptation with Self-Training for EEG-based Sleep Stage Classification


Jul 09, 2021
Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Xiaoli Li, Cuntai Guan

* Under review 

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Time-Series Representation Learning via Temporal and Contextual Contrasting


Jun 26, 2021
Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen, Min Wu, Chee Keong Kwoh, Xiaoli Li, Cuntai Guan

* Accepted in IJCAI-21 conference ... please cite the conference version 

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Robust Domain-Free Domain Generalization with Class-aware Alignment


Feb 17, 2021
Wenyu Zhang, Mohamed Ragab, Ramon Sagarna

* Accepted to ICASSP 2021 

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Attention Sequence to Sequence Model for Machine Remaining Useful Life Prediction


Jul 20, 2020
Mohamed Ragab, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Ruqiang Yan, Xiaoli Li


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