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IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 3
Local Neural Classifier for EEG-Based Recognition of Mental Tasks
Como, Italy
July 24-July 27
ISBN: 0-7695-0619-4
ASCII Text
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José del R. Millán, Josep Mouriño, Fabio Babiloni, Febo Cincotti, Markus Varsta, Jukka Heikkonen, "Local Neural Classifier for EEG-Based Recognition of Mental Tasks," Neural Networks, IEEE - INNS - ENNS International Joint Conference on, vol. 3, pp. 3632, IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 3, 2000.
 
 
BibTex
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@article{ 10.1109/IJCNN.2000.10004,
author = {José del R. Millán and Josep Mouriño and Fabio Babiloni and Febo Cincotti and Markus Varsta and Jukka Heikkonen},
title = {Local Neural Classifier for EEG-Based Recognition of Mental Tasks},
journal ={Neural Networks, IEEE - INNS - ENNS International Joint Conference on},
volume = {3},
year = {2000},
issn = {1098-7576},
pages = {3632},
doi = {http://doi.ieeecomputersociety.org/10.1109/IJCNN.2000.10004},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
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TY - CONF
JO - Neural Networks, IEEE - INNS - ENNS International Joint Conference on
TI - Local Neural Classifier for EEG-Based Recognition of Mental Tasks
SN - 1098-7576
SP
EP
A1 - José del R. Millán,
A1 - Josep Mouriño,
A1 - Fabio Babiloni,
A1 - Febo Cincotti,
A1 - Markus Varsta,
A1 - Jukka Heikkonen,
PY - 2000
VL - 3
JA - Neural Networks, IEEE - INNS - ENNS International Joint Conference on
ER -
 
José del R. Millán, ISIS, Joint Research Centre, European Commission
Josep Mouriño, ISIS, Joint Research Centre, European Commission
Fabio Babiloni, Università Rome & La Sapienza and Helsinki University of Technology
Febo Cincotti, IRCCS S. Lucia
Markus Varsta, Helsinki University of Technology
Jukka Heikkonen, Helsinki University of Technology
This paper proposes a new local neural classifier for the recognition of mental tasks from on-line spontaneous EEG signals. The classifier is embedded in a portable brain-computer interface called ABI, which has been evaluated with four young healthy persons. Subjects' performance is analyzed off-line and, for three of them on-line in the presence of biofeedback. The proposed ABI recognizes three mental tasks from on-line spontaneous EEG signals. Correct recognition is around 70%. This modest rate is largely compensated by two properties of ABI: wrong responses are below 5% and it makes decisions every 1/2 second. Also, since the subject and his/her personal ABI learn simultaneously from each other, subjects master it rapidly: one of the subjects achieved excellent control in just 5 days of training.
Citation:
José del R. Millán, Josep Mouriño, Fabio Babiloni, Febo Cincotti, Markus Varsta, Jukka Heikkonen, "Local Neural Classifier for EEG-Based Recognition of Mental Tasks," ijcnn, vol. 3, pp.3632, IEEE-INNS-ENNS International Joint Conference on Neural Networks (IJCNN'00)-Volume 3, 2000
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