EEG database merging for BCI applications

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F12%3A00194300" target="_blank" >RIV/68407700:21230/12:00194300 - isvavai.cz</a>

Result on the web

<a href="http://147.228.94.30/images/PDF/Rocnik2012/Cislo3_2012/r5c4c3.pdf" target="_blank" >http://147.228.94.30/images/PDF/Rocnik2012/Cislo3_2012/r5c4c3.pdf</a>

DOI - Digital Object Identifier

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Result language

angličtina

Original language name

EEG database merging for BCI applications

Original language description

This paper presents a method for merging of different EEG recordings. We deal with merging of recordings and EEG stability with respect to long-term Brain-Computer Interface usage. Recording sessions from experiments separated by a one year period are used to test the method. Classification results using a Hidden Markov Model based classifier and both Laplacian filtering and Independent Component Analysis are presented to validate the merge. The results indicate that movement-related EEG responses can be detected in both stand-alone and merged sessions which prove viability of the proposed method. The presented method is a necessary step to investigate short-term and long-term changes with future experiments using a real time EEG processing system developed by our group. Both data analysis and classification indicate that the movement-related EEG responses are stable.

Czech name

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Czech description

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Type

J_x - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)

CEP classification

JA - Electronics and optoelectronics

OECD FORD branch

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Project

<a href="/en/project/GD102%2F08%2FH008" target="_blank" >GD102/08/H008: Analysis and modelling biomedical and speech signals</a><br>

Continuities

Z - Vyzkumny zamer (s odkazem do CEZ)<br>S - Specificky vyzkum na vysokych skolach

Publication year

2012

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Name of the periodical

ElectroScope

ISSN

1802-4564

e-ISSN

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Volume of the periodical

2012

Issue of the periodical within the volume

3

Country of publishing house

CZ - CZECH REPUBLIC

Number of pages

7

Pages from-to

1-7

UT code for WoS article

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EID of the result in the Scopus database

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