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

This work proposes a novel Time-Series semi-supervised representation learning framework, CA-TCC, that learns representations given few …

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

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

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

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

Contrastive Domain Adaptation for Time-Series via Temporal Mixup

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

Self-Supervised Learning for LabelEfficient Sleep Stage Classification:A Comprehensive Evaluation

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

Contrastive Adversarial Domain Adaptation for Machine Remaining Useful Life Prediction

Mohamed Ragab, Zhenghua Chen, Min Wu, Foo, Chuan Sheng, Chee-Keong Kwoh, Ruqiang Yan, Xiaoli Li

Contrastive Adversarial Domain Adaptation for Machine Remaining Useful Life Prediction

Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training

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

Self-supervised Autoregressive Domain Adaptation for Time Series Data

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

Self-supervised Autoregressive Domain Adaptation for Time Series Data

Conditional Contrastive Domain Generalization for Fault Diagnosis

Mohamed Ragab, Zhenghua Chen, Wenyu Zhang, Emadeldeen Eldele, Min Wu, Chee-Keong Kwoh, Xiaoli Li

Conditional Contrastive Domain Generalization for Fault Diagnosis

Attention-based sequence to sequence model for machine remaining useful life prediction

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Mohamed Ragab, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Xiaoli Li

Adversarial Multiple-Target Domain Adaptation for Fault Classification

Mohamed Ragab, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Xiaoli L

Adversarial Multiple-Target Domain Adaptation for Fault Classification