Optimal selection of EEG electrodes via DPSO algorithm
作者： Jing Jin , Xingyu Wang , Jianhua Zhang
DOI: 10.1109/WCICA.2008.4593756
关键词:
摘要: An experiment was designed to record the electroencephalography (EEG) when people caught vision of different directional moving (turning right, turning left, forward, backward). The EEG signals were obtained from 30 electrode sites. tagged permutations sites and a discrete space formed by tags. DPSO algorithm used search optimal permutation through space. Based on sites, features obtained. This method compared with F-score (another selecting method). result shows that is obviously better than F-score.
sci-hub.se 参考文章(11)
Yi-Wei Chen, Chih-Jen Lin, Combining SVMs with Various Feature Selection Strategies Feature Extraction. pp. 315- 324 ,(2006) , 10.1007/978-3-540-35488-8_13
Ikhlas Abdel-Qader, Sara Pashaie-Rad, Osama Abudayyeh, Sherif Yehia, PCA-Based algorithm for unsupervised bridge crack detection Advances in Engineering Software. ,vol. 37, pp. 771- 778 ,(2006) , 10.1016/J.ADVENGSOFT.2006.06.002
Samuel Boudet, Laurent Peyrodie, Philippe Gallois, Christian Vasseur, Filtering by optimal projection and application to automatic artifact removal from EEG Signal Processing. ,vol. 87, pp. 1978- 1992 ,(2007) , 10.1016/J.SIGPRO.2007.01.026
Ferran Galan, Pierre. W. Ferrez, Francesc Oliva, Joan Guardia, Jose del R. Millan, Feature Extraction for Multi-class BCI using Canonical Variates Analysis ieee international symposium on intelligent signal processing,. pp. 1- 6 ,(2007) , 10.1109/WISP.2007.4447615
Clemens Brunner, Muhammad Naeem, Robert Leeb, Bernhard Graimann, Gert Pfurtscheller, Spatial filtering and selection of optimized components in four class motor imagery EEG data using independent components analysis Pattern Recognition Letters. ,vol. 28, pp. 957- 964 ,(2007) , 10.1016/J.PATREC.2007.01.002
Y. Li, X. Gao, H. Liu, S. Gao, Classification of single-trial electroencephalogram during finger movement IEEE Transactions on Biomedical Engineering. ,vol. 51, pp. 1019- 1025 ,(2004) , 10.1109/TBME.2004.826688
S. Lemm, B. Blankertz, G. Curio, K.-R. Muller, Spatio-Spectral Filters for Improving the Classification of Single Trial EEG IEEE Transactions on Biomedical Engineering. ,vol. 52, pp. 1541- 1548 ,(2005) , 10.1109/TBME.2005.851521
Vladimir Naumovich Vapnik, Vlamimir Vapnik, Statistical learning theory John Wiley & Sons. ,(1998)
V.N. Vapnik, An overview of statistical learning theory IEEE Transactions on Neural Networks. ,vol. 10, pp. 988- 999 ,(1999) , 10.1109/72.788640
J. Kennedy, R. Eberhart, Particle swarm optimization international conference on networks. ,vol. 4, pp. 1942- 1948 ,(2002) , 10.1109/ICNN.1995.488968