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Publication date Communities Collections Article title Author(s) Journal/Conference
2 May 2024 SERC Institute for Infocomm Research TSLANet: Rethinking Transformers for Time Series Representation Learning Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen, Min Wu, Xiaoli Li 41st International Conference on Machine Learning
28 Aug 2023 SERC Institute for Infocomm Research Self-Supervised Contrastive Representation Learning for Semi-Supervised Time-Series Classification Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Xiaoli Li, Cuntai Guan IEEE Transactions on Pattern Analysis and Machine Intelligence
4 Aug 2023 SERC Institute for Infocomm Research Source-Free Domain Adaptation with Temporal Imputation for Time Series Data Mohamed Ragab, Emadeldeen Eldele, Min Wu, Chuan-Sheng Foo, Xiaoli Li, Zhenghua Chen Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining
10 Jul 2023 SERC Institute for Infocomm Research Contrastive Domain Adaptation for Time-Series Via Temporal Mixup Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Xiaoli Li IEEE Transactions on Artificial Intelligence
24 Mar 2023 SERC Institute for Infocomm Research ADATIME: A Benchmarking Suite for Domain Adaptation on Time Series Data Mohamed Ragab, Emadeldeen Eldele, Wee Ling Tan, Chuan-Sheng Foo, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Xiaoli Li ACM Transactions on Knowledge Discovery from Data
14 Feb 2023 SERC Institute for Infocomm Research Self-Supervised Learning for Label- Efficient Sleep Stage Classification: A Comprehensive Evaluation Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Xiaoli Li IEEE Transactions on Neural Systems and Rehabilitation Engineering
10 Aug 2022 SERC Institute for Infocomm Research ADAST: 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 IEEE Transactions on Emerging Topics in Computational Intelligence
23 Jun 2022 SERC Institute for Infocomm Research Self-Supervised Autoregressive Domain Adaptation for Time Series Data Mohamed Ragab, Emadeldeen Eldele, Zhenghua Chen, Min Wu, Chee-Keong Kwoh, Xiaoli Li IEEE Transactions on Neural Networks and Learning Systems
24 Feb 2022 SERC Institute for Infocomm Research Conditional Contrastive Domain Generalization for Fault Diagnosis Mohamed Ragab, Zhenghua Chen, Wenyu Zhang, Emadeldeen Eldele, Min Wu, Chee-Keong Kwoh, Xiaoli Li IEEE Transactions on Instrumentation and Measurement
11 Aug 2021 SERC Institute for Infocomm Research Time-Series Representation Learning via Temporal and Contextual Contrasting Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen, Min Wu, Chee Keong Kwoh, Xiaoli Li, Cuntai Guan Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence