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Wolpaw, J.R., Leob, G.E., Allison, B.Z. Donchin, E. Turner, J.N. (2006) BCI meeting 2005-wokshop on signals and rerecording methods. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 14, 138-141.

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• TITLE: Performance comparison of three artificial neural network methods for classification of electroencephalograph signals of five mental tasks

  AUTHORS: Vijay Khare, Jayashree Santhosh, Sneh Anand, Manvir Bhatia

  KEYWORDS: Electroencephalogram (EEG); Wavelet Packet Transform (WPT); Support Vector Machine (SVM); Radial Basis Function Neural Network (RBFNN); Multilayer Back Propagation Neural Network (MLP-BPNN); Brain Computer Interface (BCI)

  JOURNAL NAME: Journal of Biomedical Science and Engineering, Vol.3 No.2, March 1, 2010

  ABSTRACT: In this paper, performance of three classifiers for classification of five mental tasks were investigated. Wavelet Packet Transform (WPT) was used for feature extraction of the relevant frequency bands from raw Electroencephalograph (EEG) signal. The three classifiers namely used were Multilayer Back propagation Neural Network, Support Vector Machine and Radial Basis Function Neural Network. In MLP-BP NN five training methods used were a) Gradient Descent Back Propagation b) Levenberg-Marquardt c) Resilient Back Propagation d) Conjugate Learning Gradient Back Propagation and e) Gradient Descent Back Propagation with movementum.