Control of a Virtual Hand Using a Brain-Computer Interface System

Language: English

Published by LAP LAMBERT Academic Publishing Feb 2011, 2011

384430441X / 9783844304411

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This item is printed on demand - Print on Demand Titel. Neuware -An Asynchronous BCI was designed using non-cue based data collected from several participants in two separate sessions with different protocols. Several different features were extracted and evaluated using the DBI and the best of these, the joint time- frequency (JTF) feature, was chosen for detecting onset and classifying mental tasks. For onset detection, two different methods were employed and compared on the basis of classification performance obtained from confusion matrices, repeatability and ease of application. Different classifiers were tested for onset detection of which Linear Discriminant Analysis (LDA) classifier showed better results. The classified onset using JTF features and LDA classifier was then used to select the active period data in both sessions, which was then sent to the mental task classifier. Mental Task classification was done using Neural Networks, Support Vector Machines and LDA. The performance of the mental task classifier was also evaluated using confusion matrices. A virtual hand was developed graphically in MATLAB and was programmed to move in 6 different directions according to the classified outputs.VDM Verlag, Dudweiler Landstraße 99, 66123 Saarbrücken 104 pp. Englisch.…

Seller Inventory # 9783844304411

Title
Control of a Virtual Hand Using a Brain-Computer Interface System
Author
Nida Aziz
Publisher
LAP LAMBERT Academic Publishing Feb 2011
Publication year
2011
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
384430441X
ISBN 13
9783844304411
Item weight
173 grams
Dimensions
220x150x7 mm

buchversandmimpf2000

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