PSO-based dimension reduction of EEG recordings: Implications for subject transfer in BCI

作者: Adham Atyabi , Martin H. Luerssen , David M.W. Powers

DOI: 10.1016/J.NEUCOM.2013.03.027

关键词:

摘要: Subject transfer is a growing area of research in EEG aiming to address the lack having enough samples required for BCI by using originating from individuals or groups subjects that previously performed similar tasks. This paper investigates feasibility two frameworks enhancing subject through 90%+ reduction features and electrodes Particle Swarm Optimization (PSO). In first framework, selected PSO individual are combined into single ''meta-mask'' be applied new subject. second preprocessed multiple concatenated ''super subject'', which selects use on The study focused finding optimal mixture either proposed addition investigating impact various electrode selections. results indicate important role an expertise subjects' data.

参考文章(33)
Adham Atyabi, Martin H. Luerssen, Sean P. Fitzgibbon, David M. W. Powers, The impact of PSO based dimension reduction on EEG classification Brain Informatics. pp. 220- 231 ,(2012) , 10.1007/978-3-642-35139-6_21
David Martin Ward Powers, None, Evaluation: from Precision, Recall and F-measure to ROC, Informedness, Markedness and Correlation arXiv: Learning. ,vol. 2, pp. 37- 63 ,(2011)
David Martin Powers, Recall & Precision versus The Bookmaker Cognitive Science. ,(2003)
Adham Atyabi, Sean P. Fitzgibbon, David M. W. Powers, Multiplying the Mileage of Your Dataset with Subwindowing Brain Informatics. pp. 173- 184 ,(2011) , 10.1007/978-3-642-23605-1_19
E.S. Peer, F. van den Bergh, A.P. Engelbrecht, Using neighbourhoods with the guaranteed convergence PSO ieee swarm intelligence symposium. pp. 235- 242 ,(2003) , 10.1109/SIS.2003.1202274
Adham Atyabi, David M W Powers, The impact of segmentation and replication on non-overlapping windows: An EEG study international conference on information science and technology. pp. 668- 674 ,(2012) , 10.1109/ICIST.2012.6221730
Bashar Awwad Shiekh Hasan, John Q. Gan, Qingfu Zhang, Multi-objective evolutionary methods for channel selection in Brain-Computer Interfaces: Some preliminary experimental results IEEE Congress on Evolutionary Computation. pp. 1- 6 ,(2010) , 10.1109/CEC.2010.5586411
Guang-Bin Huang, Dian Hui Wang, Yuan Lan, Extreme learning machines: a survey International Journal of Machine Learning and Cybernetics. ,vol. 2, pp. 107- 122 ,(2011) , 10.1007/S13042-011-0019-Y
Adham Atyabi, Sean Fitzgibbon, David M. W. Powers, Biasing the overlapping and non-overlapping sub-windows of EEG recording international joint conference on neural network. pp. 1- 6 ,(2012) , 10.1109/IJCNN.2012.6252465