AABAC Publications

Journal papers:

J.W. Yoon, S.J. Roberts, M. Dyson, and J.Q. Gan, “Bayesian inference for an adaptive ordered probit model: An application to brain computer interfacing,” Neural Networks (to appear)

C.S.L. Tsui, J.Q. Gan, and H. Hu, “A self-paced motor imagery based brain computer interface for robotic wheelchair control,” Clinical EEG and Neuroscience (to appear)

B. Awwad Shiekh Hasan and J.Q. Gan, “Conditional random fields as classifiers for 3-class motor-imagery brain-computer interfaces,” Journal of Neural Engineering, vol. 8, no. 2, 025013, 2011.

M. Dyson, F. Sepulveda, and J.Q. Gan, “Localisation of cognitive tasks used in EEG-based BCIs,” Clinical Neurophysiology, vol. 121, no. 9, pp. 1481-1493, 2010.

B. Awwad Shiekh Hasan and J.Q. Gan, “Unsupervised movement onset detection from EEG recorded during self-paced hand movement,” Medical & Biological Engineering & Computing, vol. 48, no. 3, pp. 245-253, 2010.

T. Geng, J.Q. Gan, and H. Hu, "A self-paced brain computer interface for mobile robot control," International Journal of Advanced Mechatronic Systems, vol. 2, no. 1-2, pp. 28-35, 2010.

D.R. Lowne and S.J. Roberts, “Sequential Non-stationary Dynamic Classification with Sparse Feedback,” Pattern Recognition, vol. 43, pp. 897-905, 2010.

J.W. Yoon, S.J. Roberts, M. Dyson, and J.Q. Gan, "Adaptive classification for brain computer interface systems using sequential Monte Carlo sampling," Neural Networks, vol. 22, no. 9, pp. 1286-1294, 2009.

C.S.L. Tsui, J.Q. Gan, and S.J. Roberts, "A self-paced brain-computer interface for controlling a robot simulator: An online event labelling paradigm and an extended Kalman filter based algorithm for online training," Medical & Biological Engineering & Computing, vol. 47, no. 3, pp. 257-265, 2009.

S.-M. Zhou, J.Q. Gan, and F. Sepulveda, "Classifying mental tasks based on features of higher-order statistics from EEG signals in brain-computer interface," International Journal of Information Sciences, vol. 178, no. 6, pp.1629-1640, 2008.

T. Geng, J.Q. Gan, M. Dyson, C.S.L. Tui, and F. Sepulveda, "A novel design of 4-class BCI using two binary classifiers and parallel mental tasks," Journal of Computational Intelligence and Neuroscience, vol. 2008, doi: 10.1155/2008/437306.

Conference papers:

B. Awwad Shiekh Hasan, J.Q. Gan, and Q. Zhang, “Multi-objective evolutionary methods for channel selection in brain-computer interfaces: Some preliminary experimental results,” IEEE Congress on Evolutionary Computation, Barcelona, Spain, 2010.

B. Awwad Shiekh Hasan and J.Q. Gan, “Conditional random fields as classifiers for 3-class motor-imagery based BCIs,” The 4th International BCI Meeting, Monterey Peninsula, USA, 2010.

N. Al Moubayed, B. Awwad Shiekh Hasan, J.Q. Gan, A. Petrovski, and J. McCall, “Binary-SDMOPSO and its application in channel selection for brain-computer interfaces,” The UK Workshop on Computational Intelligence (UKCI2010), Colchester, UK, 2010. 

B. Awwad Shiekh Hasan and J.Q. Gan, "Unsupervised adaptive GMM for BCI," International IEEE EMBS Conf. on Neural Engineering, Antalya, Turkey, 2009, pp. 295-298.

M. Dyson, F. Sepulveda, J.Q. Gan, and S.J. Roberts, "Sequential classification of mental tasks vs. idle," International IEEE EMBS Conf. on Neural Engineering, Antalya, Turkey, 2009, pp. 351-354.

M. Asghari Oskoei, J.Q. Gan, and H. Hu, "Adaptive schemes applied to online SVM for BCI data classification," Annual International Conference of IEEE Engineering in Medicine and Biology Society, Minnesota, USA, 2009.

B. Awwad Shiekh Hasan and J.Q. Gan, "Sequential EM for unsupervised adaptive Gaussian mixture model based classifier," Int. Conf. on Machine Learning and Data Mining, Leipzig, Germany, 2009.

B. Awwad Shiekh Hasan and J.Q. Gan, "Multi-objective particle swarm optimisation for channel selection in brain-computer interfaces," The UK Workshop on Computational Intelligence (UKCI2009), Nottingham, UK, 2009.

R. Amorim, B. Mirkin, and J.Q. Gan, "A method for classifying mental tasks in the space of EEG transforms," The UK Workshop on Computational Intelligence (UKCI2009), Nottingham, UK, 2009.

M. Dyson, F. Sepulveda, and J.Q. Gan, "Mental task classification against the idle state: A preliminary investigation," Annual International Conference of IEEE Engineering in Medicine and Biology Society, Vancouver, Canada, 2008, pp. 4473-4477.

T. Geng and J.Q. Gan, "Motor prediction in brain-computer interfaces for controlling mobile robots," Annual International Conference of IEEE Engineering in Medicine and Biology Society, Vancouver, Canada, 2008, pp. 634-637.

C.S.L. Tsui and J.Q. Gan, "Comparison of three methods for adapting LDA classifiers with BCI applications," The 4th International Workshop on Brain-Computer Interfaces, Graz, Austria, 2008, pp. 116-121.

T. Geng and J.Q. Gan, "A Synchronous BCI using motor prediction and only one motor imagery for single-trial selection from 4 targets," The 4th International Workshop on Brain-Computer Interfaces, Graz, Austria, 2008, pp. 203-207.

M. Dyson, T. Balli, J.Q. Gan, R. Palaniappan, and F. Sepulveda, "Approximate entropy for EEG-based movement detection," The 4th International Workshop on Brain-Computer Interfaces, Graz, Austria, 2008, pp. 110-115.

J.W. Yoon, S.J.Roberts, M. Dyson, and J.Q. Gan, "Sequential Bayesian estimation for adaptive classification," IEEE Int. Conf. on Multisensor Fusion and Integration for Intelligent Systems (MFI2008), Seoul, Korea, 2008, pp. 601-605.

J.W. Yoon, S.J.Roberts, M. Dyson, and J.Q. Gan, "Adaptive classification by hybrid EKF with truncated filtering: Brain computer interfacing," International Conference on Intelligent Data Engineering and Automated Learning (IDEAL2008), Daejeon, Korea, 2008, pp. 370-377.

B. Awwad Shiekh Hasan, M. Dyson, T. Balli, and J.Q. Gan, "A study via feature selection on the separability of approximate entropy for brain-computer interfaces," The UK Workshop on Computational Intelligence (UKCI2008), De Montfort, UK, 2008, pp. 189-194.

A. Agapitos, M. Dyson, S. Lucas, and F. Sepulveda, "Learning to recognise mental activities: genetic programming of stateful classifiers for brain-computer interfacing," The 10th Annual Conference on Genetic and Evolutionary Computation, 2008, pp. 1155-1162.

T. Geng, M. Dyson, C.S.L. Tsui, and J.Q. Gan, "A 3-class asynchronous BCI controlling a simulated robot," Annual International Conference of IEEE Engineering in Medicine and Biology Society, Lyon, France, 2007, pp. 2524-2527.

F. Sepulveda, M. Dyson, J.Q. Gan, and C.S.L. Tsui, "A comparison of metal task combinations for asynchronous EEG-based BCIs," Annual International Conference of IEEE Engineering in Medicine and Biology Society, Lyon, France, 2007, pp. 5055-5058.

T. Geng and J.Q. Gan, "A 3-class asynchronous BCI for controlling mobile robots," MAIA BCI Workshop – BCI Meets Robotics: Challenging Issues in Brain-Computer Interaction and Shared Control, Leuven, Belgium, 2007, p. 33.

C.S.L. Tsui and J.Q. Gan, "Asynchronous BCI control of a robot simulator with supervised online training," International Conference on Intelligent Data Engineering and Automated Learning (IDEAL2007), Birmingham, UK, 2007, pp. 125-134.

J.Q. Gan, "Self-adapting BCI based on unsupervised learning," The 3rd International Workshop on Brain-Computer Interfaces, Graz, Austria, 2006, pp. 50-51.

J.Q. Gan, "Feature dimensionality reduction by manifold learning in brain-computer interface design," The 3rd International Workshop on Brain-Computer Interfaces, Graz, Austria, 2006, pp. 28-29.

T. Geng, J.Q. Gan, M. Dyson, C.S.L. Tsui, and F. Sepulveda, "EEG-based synchronous parallel BCI," Challenging Brain-Computer Interfaces, Workshop in Rome, Italy, 2006, p. 41.

C.S.L Tsui, A. Vuckovic, R. Palaniappan, F. Sepulveda, and J.Q. Gan, "Narrow band spectral analysis for onset detection in asynchronous BCI," The 3rd International Workshop on Brain-Computer Interfaces, Graz, Austria, 2006, pp. 30-31.