loading
Documents

Research.Publish.Connect.

Paper

Paper Unlock

Authors: José Luis Martíinez Pérez and Antonio Barrientos Cruz

Affiliation: Grupo de Robótica y Cibernética, Universidad Politécnica de Madrid, Spain

ISBN: 978-989-8111- 17-3

Keyword(s): Electroencephalography, Brain Computer Interface, Spectral Analysis, Biomedical Signal Detection, Pattern recognition.

Related Ontology Subjects/Areas/Topics: Biomedical Engineering ; Biomedical Instruments and Devices ; Biorobotics ; Emerging Technologies ; Technologies Evaluation ; Telecommunications ; Wireless and Mobile Technologies ; Wireless Information Networks and Systems

Abstract: Brain Computer Interface is an emerging technology that allows new output paths to communicate the user’s intentions without use of normal output ways, such as muscles or nerves(Wolpaw, J. R.; et al., 2002). In order to obtain its objective BCI devices shall make use of classifier which translate the inputs provided by user’s brain signal to commands for external devices. The primary uses of this technology will benefit persons with some kind blocking disease as for example: ALS, brainstem stroke, severe cerebral palsy (Donchin et al., 2000). This report describes three different classifiers based on three different types of neural networks: Radial Basis Functions RBF , Probabilistic Neural Networks PNN, and Multi-Layer Perceptrons MLP. The report compares the results produced by them in order to obtain conclusions to apply to an on-line BCI device, it also describes the experimental procedure followed in the experiments. As result of the tests carried out on five healthy volunteers a n estimation of the success rate for each type of classifier, the type and architecture of the classifier, and filtering windows are established. (More)

PDF ImageFull Text

Download
CC BY-NC-ND 4.0

Sign In Guest: Register as new SciTePress user now for free.

Sign In SciTePress user: please login.

PDF ImageMy Papers

You are not signed in, therefore limits apply to your IP address 3.80.4.76

In the current month:
Recent papers: 100 available of 100 total
2+ years older papers: 200 available of 200 total

Paper citation in several formats:
Luis Martíinez Pérez J.; Barrientos Cruz A. and (2008). BRAIN COMPUTER INTERFACE - Comparison of Neural Networks Classifiers.In Proceedings of the First International Conference on Biomedical Electronics and Devices - Volume 1: BIODEVICES, (BIOSTEC 2008) ISBN 978-989-8111- 17-3, pages 3-10. DOI: 10.5220/0001047700030010

@conference{biodevices08,
author={José {Luis Martíinez Pérez} and Antonio {Barrientos Cruz}},
title={BRAIN COMPUTER INTERFACE - Comparison of Neural Networks Classifiers},
booktitle={Proceedings of the First International Conference on Biomedical Electronics and Devices - Volume 1: BIODEVICES, (BIOSTEC 2008)},
year={2008},
pages={3-10},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001047700030010},
isbn={978-989-8111- 17-3},
}

TY - CONF

JO - Proceedings of the First International Conference on Biomedical Electronics and Devices - Volume 1: BIODEVICES, (BIOSTEC 2008)
TI - BRAIN COMPUTER INTERFACE - Comparison of Neural Networks Classifiers
SN - 978-989-8111- 17-3
AU - Luis Martíinez Pérez, J.
AU - Barrientos Cruz, A.
PY - 2008
SP - 3
EP - 10
DO - 10.5220/0001047700030010

Login or register to post comments.

Comments on this Paper: Be the first to review this paper.