Research Projects

Medical Data Privacy and Security

Selected Publications

Le Vu Hieu. Efficient Homomorphic-Encryption-Based Privacy-Preserving Federated Learning System for MRI-Based AI Models. Undergraduate Thesis, Vietnam National University Hanoi, June 2026

Le Tuan Anh. Federated Multimodal Neuroimaging for Brain Age Prediction. Undergraduate Thesis, Vietnam National University Hanoi, June 2026

Xinguang Wang, Nguyen Linh Trung, Oliver Y. Chen, Alvaro Javier Vargas Guerrero, Quang Manh Doan, Tianzheng Hu, Stijn Denissen, Jeroen Van Schependom, and Guy Nagels. Federated adversarial network (FAN): A generative proxy-based, defense-enhanced, and non-iid-robust federated learning method. Image and Vision Computing, January 2026. [under review].

Nguyen Tien Dung. Adaptive Differential Privacy with Compression and Secure Aggregation for Federated Learning in Neuroimaging. Undergraduate Thesis, Vietnam National University Hanoi, December 2025

Xinguang Wang, Nguyen Linh Trung, Oliver Y. Chen, Jeroen Van Schependom, Stijn Denissen, and Guy Nagels. PDD-FANs: Personalized decentralized federated adversarial networks with defense mechanism in non-IID setting. In 2025 IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), Guizhou, China, 17-21 November 2025.

SAME CATEGORY

Tensor Decomposition for Medicine

Tensor decomposition (TD) is a powerful mathematical framework for analyzing high-dimensional and multi-way data, such as medical images, biomedical signals, and clinical measurements. Unlike conventional matrix-based methods, TD represents a tensor as a combination of lower-dimensional factor matrices or core tensors, enabling the extraction of latent structures while preserving the intrinsic multi-dimensional relationships within the […]

Epilepsy

Selected Publications Le Trung Thanh, Nguyen Thi Anh Dao, Nguyen Viet Dung, Nguyen Linh Trung, and Karim Abed-Meraim. Multi-channel EEG epileptic spike detection by a new method of tensor decomposition. IOP Journal of Neural Engineering, 17(1):016023, January 2020. Le Thanh Xuyen, Le Trung Thanh, Nguyen Linh Trung, Tran Thi Thuy Quynh, and Nguyen Duc Thuan. […]

Generative AI in Medicine

Selected Publications Trinh Ngoc Huynh, Nguyen Duc Kien, Nguyen Hai Anh, Dinh Tran Hiep, Manuela Vaneckova, Tomáš Uher, Jeroen Van Schependom, Stijn Denissen, Tran Quoc Long, Nguyen Linh Trung, and Guy Nagels. Latent representation learning from 3D brain MRI for interpretable prediction in multiple sclerosis. Machine Vision and Applications, September 2025. [under review] Dam Thai […]