Our Publications
Journals
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Yuanqing Li, Andrzej Cichocki, Shun-ichi Amari, Shenli Xie, Cuntai Guan, “Equivalence Probability and Sparsity of Two Sparse Solutions in Sparse Representation”, IEEE Transactions on Neural Networks (to appear)
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Yuanqing Li, Huiqi Li, Cuntai Guan, Zheng Yang Chin, "An Self-training Semi-supervised SVM Algorithm and Its Application in an EEG-based Brain Computer Interface Speller System", Pattern Recognition Letters, Volume 29, Issue 9, 1 July 2008, Pages 1285-1294
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Yuanqing Li, Cuntai Guan, “Joint Feature Re-extraction and Classification Using An Iterative Semi-supervised Support Vector Machine Algorithm", Machine Learning, vol. 71, no. 1, Apr 2008, pp 33-53
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Haihong Zhang, Cuntai Guan, Chuanchu Wang, “Towards Asynchronous P300-based Brain-computer Interfaces: A Computational Approach with Statistical Models”, IEEE Transactions on Biomedical Engineering, Vol. 55, No. 6, June 2008, pp 1754-1763
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Rebsamen Brice, Burdet Etienne, Guan Cuntai, Zhang Haihong, Teo Chee Leong, Zeng Qiang, Laugier Christian, Ang Jr. Marcelo H, "Controlling a Wheelchair Indoors Using Thought," IEEE Intelligent Systems, vol. 22, no. 2, pp. 18-24, Mar/Apr, 2007.
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Ranganatha Sitaram, Haihong Zhang, Cuntai Guan, Manoj Thulasidas, Yoko Hoshi, Akihiro Ishikawa, Koji Shimizu, Niels Birbaumer, "Temporal Classification of Multi-channel Near Infrared Spectroscopy Signals of Motor Imagery for Developing a Brain-Computer Interface," NeuroImage, Volume 34, Issue 4, Feb 2007, pp1416-1427.
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Xiaoyuan Zhu, Cuntai Guan, Jiankang Wu, Yimin Cheng, and Yixiao Wang, "Expectation-Maximization Method for EEG-Based Continuous Cursor Control," EURASIP Journal on Advances in Signal Processing, Vol 2007, Article ID 49037, 10 pages, doi:10.1155/2007/49037.
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Yuanqing Li, Shun-ichi Amari, Andrzej Cichocki, Cuntai Guan, "Probability Estimation for Recoverability Analysis of Blind Source Separation Based on Sparse Representation," IEEE Transactions on Information Theory, Vol. 52, No.7, 2006, pp 3139-3152.
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Yuanqing Li, Cuntai Guan, "An Extended EM Algorithm for Joint Feature Extraction and Classification in Brain-Computer Interfaces," Neural Computation, Vol. 18, No.11, 2006, pp. 2730–2761
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Thulasidas Manoj, Cuntai Guan and Jiankang Wu, "Robust Classification of EEG Signal for Brain-Computer Interface," IEEE Transactions on Neural Systems and Rehabilitation Engineering, Vol. 14, No. 1, 2006, pp 24-29.
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Sitaram Ranganatha, Yoko Hoshi and Cuntai Guan, "Near Infrared Spectroscopy based Brain-Computer Interface". Fundamental Problems of Optoelectronics and Microelectronics II, edited by Y.N. Kulchin, O.B. Vitrik, and V.I. Stroganov. Volume 5852, 2005, pp. 434-442
Conferences
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Shijian Lu, Cuntai Guan, “Boosting-based Subject-Independent Brain Computer Interface”, IAPR International Conference on Pattern Recognition (ICPR), 8-11 Dec, 2008, Florida, US.
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Keng Peng Tee, Cuntai Guan, Kai Keng Ang, Haihong Zhang, “Augmenting Cognitive Functions in Robot-Assisted Motor Rehabilitation”, IEEE RAS/EMBS International Conference on Biomedical Robotics and Biomechatronics (BioRob), 19-22 Oct, 2008, Scottsdale, US.
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Kai Keng Ang, Cuntai Guan, Karen Sui Geok Chua, Beng Ti Ang, Christopher Wee Keong Kuah, Chuanchu Wang, Koksoon Phua, Zheng Yang Chin, Haihong Zhang, "A clinical evaluation of non-invasive motor imagery-based brain computer interface in stroke", submitted to 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), August 20-24, 2008, Vancouver, Canada.
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Kai Keng Ang, Cuntai Guan, Karen Sui Geok Chua, Beng Ti Ang, Christopher Wee Keong Kuah, Chuanchu Wang, Koksoon Phua, Zheng Yang Chin, Haihong Zhang, "A clinical evaluation on the spatial patterns of non-invasive motor imagery-based brain computer interface in stroke", submitted to 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), August 20-24, 2008, Vancouver, Canada.
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Kavitha P. Thomas, Cuntai Guan, Lau Chiew Tong, Vinod Achutavarrier Prasad, "An Adaptive Filter Bank for Motor Imagery based Brain Computer Interface", submitted to 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), August 20-24, 2008, Vancouver, Canada.
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Shijian Lu, Cuntai Guan, Haihong Zhang, "Unsupervised Brain Computer Interface based on Inter-Subject Information", submitted to 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), August 20-24, 2008, Vancouver, Canada.
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Zheng Yang Chin, Kai Keng Ang, Cuntai Guan, "Multiclass Voluntary Facial Expression Classification based on Filter Bank Common Spatial Pattern", submitted to 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), August 20-24, 2008, Vancouver, Canada.
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Yuanqing Li, Praneeth Namburi, Cuntai Guan, Jianfeng Feng, “Voxel selection for fMRI data based on sparse representation”, Human Brain Mapping, 15-19 June, 2008, Melbourne.
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Shijian Lu, Cuntai Guan, Haihong Zhang, "Learning Adaptive Subject-independent P300 Models for EEG-based Brain-computer Interfaces", IEEE World Congress on Computational Intelligence & International Joint Conference on Neural Networks (IJCNN), Hong Kong, 2-6 June, 2008, pp 2462-2466.
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Kai Keng Ang, Zheng Yang Chin, Haihong Zhang, Cuntai Guan, "Filter Bank Common Spatial Pattern (FBCSP) in Brain-computer Interface", IEEE World Congress on Computational Intelligence & International Joint Conference on Neural Networks (IJCNN), Hong Kong, 2-6 June, 2008, pp 2391-2398.
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Yuanqing Li, Chuanchu Wang, Haihong Zhang, Cuntai Guan, " An EEG-based BCI System for 2D Cursor Control", IEEE World Congress on Computational Intelligence & International Joint Conference on Neural Networks (IJCNN), Hong Kong, 2-6 June, 2008, pp 2215-2220.
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H. G. Tan, Haihong Zhang, Chuanchu Wang, C. Y. Shee, W. T. Ang, Cuntai Guan, “Arm Flexion and Extension Exercises using a Brain-Computer Interface and Functional Electrical Stimulation”, The IASTED International Conference on Biomedical Engineering (BioMED), Feb 13-15, 2008, Innsbruck, Austria
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Haihong Zhang, Chuanchu Wang, Cuntai Guan, "Time-variant spatial filtering for motor imagery classification," Proceedings of the 29th Annual International Conference of the IEEE EMBS, Aug 23-26, 2007 pp. 3124-3127
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Haihong Zhang, Chuanchu Wang, Cuntai Guan, "Towards asynchronous brain-computer interfaces: A P300-based approach with statistical models," Proceedings of the 29th Annual International Conference of the IEEE EMBS, Aug 23-26, 2007 pp. 5067-5070
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Chuanchu Wang, Haihong Zhang, Kok-Soon Phua, Tran Huy Dat, Cuntai Guan, "Introduction to NeuroComm: a platform for developing real-time EEG-based brain computer interface applications," Proceedings of the 29th Annual International Conference of the IEEE EMBS, Aug 23-26, 2007 pp. 4703-4706
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Novi Quadrianto, Guan Cuntai, Tran Huy Dat, Ping Xue, "Sub-band Common Spatial Pattern (SBCSP) for Brain-Computer Interface," 3rd International IEEE/EMBS Conference on Neural Engineering, 2-5 May, 2007, Hawaii, USA.pp 204 – 207
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Tran Huy Dat, Zhang Haihong, Wang Chuanchu and Guan Cuntai, "Selective Subband Entropy for Motor Imagery Detection in Asynchronous Brain Computer Interface," The 3rd International IEEE EMBS Conference on Neural Engineering, 2-5 May, 2007, Hawaii, USA, pp 358 – 361
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Dat Tran Huy, Guan Cuntai, "Feature Selection Based on Fisher Ratio and Mutual Information Analyses for Robust Brain Computer Interface," IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 15-20 April, 2007, Honolulu, pp. 1158 – 1161
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Li Yuanqing, Li Huiqi, Guan Cuntai, Chin Zhengyang, " A Self-Training Semi-Supervised Support Vector Machine Algorithm and its Applications in Brain Computer Interface ," IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 15-20 April, 2007, Honolulu, pp. 385 – 388
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Yuanqing Li, Cuntai Guan, "A Semi-supervised SVM Learning Algorithm for Joint Feature Extraction and Classification in Brain Computer Interfaces," 28th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), Aug 30- Sept 3, 2006, New York City, USA, pp. 2570-2573.
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Dat Tran Huy, Shue Louis, Guan Cuntai, "Electrocorticographic signal classification based on time-frequency decomposition and nonparametric statistical modeling," 28th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), Aug 30- Sept 3, 2006, New York City, USA, pp. 2292-2295.
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Huiqi Li, Yuanqing Li, Cuntai Guan, "An Effective BCI Speller Based on Semi-supervised Learning," 28th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), Aug 30- Sept 3, 2006, New York City, USA, pp. 1161-1164.
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Eugene Teo Jin Kiat, Alvin Huang, Yong Lian, Cuntai Guan, Yuanqing Li, Haihong Zhang, "Media Communication Center Using Brain Computer Interface," 28th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), Aug 30- Sept 3, 2006, New York City, USA, pp. 2954-2957.
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Zhang Haihong and Guan Cuntai, "A Kernel-based Signal Localization Method for NIRS Brain-computer Interfaces," Proceedings of International Conference on Pattern Recognition (ICPR), 2006, Hong Kong, pp 1158-1161.
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Jianzhao Qin, Yuanqing Li, "An Improved Semi-Supervised Support Vector Machines Based Translation Algorithm for BCI Systems," Proceedings of International Conference on Pattern Recognition (ICPR), 2006, Hong Kong, pp. 1240-1243.
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Haihong Zhang, Cuntai Guan, Yuanqing Li, "Signal Processing for brain-computer interface: enhance feature extraction and classification," IEEE International Symposium on Circuits and Systems (ISCAS), Kos, Greece, May 21-24, 2006
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Yuanqing Li, Andrzej Cichocki, Shun-ichi Amari, Cuntai Guan "Analysis of Source Sparsity and Recoverability for SCA based Blind Source Separation," 6th International Conference on Independent Component Analysis and Blind Source Separation, March 5-8, 2006, Carolina, USA. pp 831 – 837
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Rebsamen Brice, Burdet Etienne, Cuntai Guan, Haihong Zhang, Chee Leong Teo, Qiang Zeng, Ang Marcelo and Laugier Christian, "A Brain-Controlled Wheelchair Based on P300 and Path Guidance," IEEE International Conference on Biomedical Robotics and Biomechatronics (BioRob), Pisa, Tuscany, Italy, February 20-22, 2006. pp. 1101 – 1106
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Yuanqing Li, Cuntai Guan, Jianzhao Qin, "Enhancing Feature Extraction with Sparse Component Analysis for Brain-Computer Interface," 27th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), Sept 1-4, 2005, Shanghai, China. pp.5335 – 5338
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Haihong Zhang, Cuntai Guan, Chuanchu Wang, "A Statistical Model of Brain Signals with Application to Brain-Computer Interface," 27th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), Sept 1-4, 2005, Shanghai, China. pp 5388 – 5391
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Manoj Thulasidas, Cuntai Guan, "Optimization of BCI Speller Based on P300 Potential," 27th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), Sept 1-4, 2005, Shanghai, China. pp 5396 – 5399
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Xiaoyuan Zhu, Cuntai Guan, Jiankang Wu, Yimin Cheng, Yixiao Wang, "Bayesian Method for Continuous Cursor Control in EEG-Based Brain-Computer Interface," 27th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), Sept 1-4, 2005, Shanghai, China. pp 7052 – 7055
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Chuanchu Wang, Cuntai Guan, Haihong Zhang, "P300 Brain-Computer Interface Design for Communication and Control Applications," 27th International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), Sept 1-4, 2005, Shanghai, China, pp. 5400 – 5403
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Wenjie Xu, Jiankang Wu, Zhiyong Huang, Cuntai Guan, "Kernel Based Hidden Markov Model With Applications to EEG Signal Classification," The IASTED International Conference on Biomedical Engineering (BioMED), Feb 16-18, 2005, Austria
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Cuntai Guan, Thulasidas Manoj, Jiankang Wu, "High Performance P300 Speller for Brain-Computer Interface," 2004 IEEE International Workshop on Biomedical Circuits and Systems (BioCAS), Dec 1-3, 2004, Singapore.
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Yuanqing Li, Andrzej Cichocki, Cuntai Guan, Jianzhao Qin, "Sparse Factorization Preprocessing-Based Offline Analysis for A Cursor Control Experiment," 2004 IEEE International Workshop on Biomedical Circuits and Systems (BioCAS), Dec 1-3, 2004, Singapore.
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Cuntai Guan, Xiaoyuan Zhu, Sitaram Ranganatha, Manoj Thulasidas, Jiankang Wu , " Robust Classification of Event-related Potential for Brain-Computer Interface," 2nd International Conference on Advances in Medical Signal and Information Processing (MEDSIP), 5-8, September 2004, Malta.
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Sitaram Ranganatha, Cuntai Guan, Manoj Thulasidas, Jian Kang Wu, "Comparison of Artifact Removal Methods on Their Effect on Motor Task and Imagery Classification in a Brain-Computer Interface," 2nd International Conference on Advances in Medical Signal and Information Processing (MEDSIP), 5-8, September 2004, Malta.
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Thulasidas Manoj, Guan Cuntai, Ranganatha Sitaram, Wu Jian Kang, Zhu Xiaoyuan,Xu Wenjie, "Effect of Ocular Artifact Removal in Brain Computer Interface Accuracy," 26th Annual Inter Conference of the Engineering in Medicine and Biology Society (EMBS), 1-5, Sept, 2004. Vol. 6, pp 4385 - 4388
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Wenjie Xu, Cuntai Guan, Chng Eng Siong, Sitaram Ranganatha , Manoj Thulasidas , Jiankang Wu , "High Accuracy Classification of EEG Signal," International Conference of Pattern Recognition (ICPR), 23-26 August, 2004. pp 391 - 394


