Different classification techniques considering brain computer interface applications.

Abstract:

:In this work the application of different machine learning techniques for classification of mental tasks from electroencephalograph (EEG) signals is investigated. The main application for this research is the improvement of brain computer interface (BCI) systems. For this purpose, Bayesian graphical network, neural network, Bayesian quadratic, Fisher linear and hidden Markov model classifiers are applied to two known EEG datasets in the BCI field. The Bayesian network classifier is used for the first time in this work for classification of EEG signals. The Bayesian network appeared to have a significant accuracy and more consistent classification compared to the other four methods. In addition to classical correct classification accuracy criteria, the mutual information is also used to compare the classification results with other BCI groups.

journal_name

J Neural Eng

authors

Rezaei S,Tavakolian K,Nasrabadi AM,Setarehdan SK

doi

10.1088/1741-2560/3/2/008

subject

Has Abstract

pub_date

2006-06-01 00:00:00

pages

139-44

issue

2

eissn

1741-2560

issn

1741-2552

pii

S1741-2560(06)18739-X

journal_volume

3

pub_type

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