A study of recent classification algorithms and a novel approach for EEG data classification

作者: Eyup Cinar , Ferat Sahin

DOI: 10.1109/ICSMC.2010.5642424

关键词:

摘要: This paper analyzes the application of different classification techniques for Electroencephalography (EEG) signals. Fuzzy Functions Support Vector Classifier (FFSVC), Improved (IFFSVC) and a novel hybrid technique that has been designed utilizing Particle Swarm Optimization Radial Basis Function Networks (PSO-RBFN) have studied. The performance is compared on same standard datasets are publicly available used by many Brain Computer Interface (BCI) researchers. Results show proposed classifiers might reach state art be as alternative in applications EEG

参考文章(62)
Ang Sau Loong, Ong Hong Choon, Low Heng Chin, Criterion in selecting the clustering algorithm in radial basis functional link nets WSEAS TRANSACTIONS on SYSTEMS archive. ,vol. 7, pp. 1290- 1299 ,(2008)
Sonam Wangmo, Binu Thomas, G Raju, A Modified Fuzzy C-Means Algorithm for Natural Data Exploration World Academy of Science, Engineering and Technology, International Journal of Computer, Electrical, Automation, Control and Information Engineering. ,vol. 3, pp. 52- 55 ,(2009)
Patrick A. Tresco, Walid V. Soussou, Theodore W. Berger, Greg A. Gerhardt, Dawn M. Taylor, Jose C. Principe, Dennis J. McFarland, John K. Chapin, Brain-Computer Interfaces: An international assessment of research and development trends ,(2008)
Ken Suetsugu, Yoshihiko Tagawa, Tomohisa Inada, Naoto Shiba, FES position control of forearm using EOG international conference on neural information processing. pp. 494- 503 ,(2008) , 10.1007/978-3-642-02490-0_61
Aslı Çelikyılmaz, I. Burhan Türkşen, Ramazan Aktaş, M. Mete Doğanay, N. Başak Ceylan, A New Classifier Design with Fuzzy Functions granular computing. pp. 136- 143 ,(2009) , 10.1007/978-3-540-72530-5_16
D.W. van der Merwe, A.P. Engelbrecht, Data clustering using particle swarm optimization congress on evolutionary computation. ,vol. 1, pp. 215- 220 ,(2003) , 10.1109/CEC.2003.1299577
Saeid Sanei, Jonathon Chambers, EEG Signal Processing ,(2007)