Deep Learning in BCI
o Ritu Ranjan Shrivastwa, Vikramkumar Pudi, Duo Chen, Rosa So, Anupam Chattopadhyay, Cuntai Guan, “A Brain Computer Interface framework based on Compressive Sensing and Deep Learning”, IEEE Consumer Electronics Magazine, Nov 2019.
o Oyeon Kwon, MinHo Lee, Cuntai Guan, Seong-Whan Lee, “Subject-Independent Brain-Computer Interfaces Based on Deep Convolutional Neural Networks", IEEE Transactions on Neural Networks and Learning Systems, Nov 2019. DOI: 10.1109/TNNLS.2019.2946869. ViewPDF
o Keun-Tae Kim, Cuntai Guan, and Seong-Whan Lee, “A Subject-Transfer Framework based on Single-Trial EMG Analysis using Convolutional Neural Networks,” IEEE Transactions on Neural Systems and Rehabilitation Engineering, October 2019, https://doi.org/10.1109/TNSRE.2019.2946625. ViewPDF
o Robinson Neethu, Seong-Whan Lee, Cuntai Guan, “EEG Representation in Deep Convolutional Neural Networks for Classification of Motor Imagery”, IEEE International Conference on Systems, Man, and Cybernetics (SMC), Bari, Italy, 6-9 October, 2019.
o Fatemeh Fahimi, Zhuo Zhang, Wooi Boon Goh, Kai Keng Ang, Cuntai Guan, “Towards EEG Generation Using GANs for BCI Applications”, IEEE International Conference on Biomedical and Health Informatics (BHI'19), Chicago, USA, May 19-22, 2019. ViewPDF
o Fatemeh Fahimi, Zhuo Zhang, Wooi Boon Goh, Tih-Shih Lee, Kai Keng Ang and Cuntai Guan, “Inter-subject transfer learning with end-to-end deep convolutional neural network for EEG-based BCI”, Journal of Neural Engineering, 2019, 16(9), 026007. ViewPDF
o Siavash Sakhavi, Cuntai Guan, Shuicheng Yan, “Learning Temporal Information for Brain-Computer Interface using Convolutional Neural Networks", IEEE Transactions on Neural Networks and Learning Systems, Vol 29, No. 11, Nov. 2018, pp 5619-5629. ViewPDF
o Siavash Sakhavi and Cuntai Guan, “Convolutional Neural Network-based Transfer Learning and Knowledge Distillation using Multi-Subject Data in Motor Imagery BCI”, 8th International IEEE EMBS Conference on Neural Engineering (NER), Shanghai, China, May 25-28, 2017. ViewPDF
o Siavash Sakhavi, Cuntai Guan, Shuicheng Yan, “Parallel Convolutional-Linear Neural Network For Motor Imagery Classification In Brain-Computer Interfaces”, European Signal Processing Conference (EUSIPCO), Nice, France, 31 Aug – 4 Sept, 2015. ViewPDF
o Huijuan Yang, Siavash Sakhavi, Kai Keng Ang, Cuntai Guan, “On the Use of Convolutional Neural Networks and Augmented CSP Features for Multi-class Motor Imagery of EEG Signals Classification”, 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC’15), Milan, Italy, 25-29 Aug, 2015. ViewPDF