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Authors: Esteve Gallego-Jutglà 1 ; Jordi Solé-Casals 1 ; Tomasz M. Rutkowski 2 and Andrzej Cichocki 3

Affiliations: 1 University of Vic, Spain ; 2 RIKEN Brain Science Institute and University of Tsukuba, Japan ; 3 RIKEN Brain Science Institute, Japan

ISBN: 978-989-8425-84-3

Keyword(s): EEG, mEMD, EMD, Artifacts, Eye blinks.

Abstract: Eye movements and eye blinks are present in most of the electroencephalography (EEG) recordings, making it difficult to interpret or analyze the data. In this paper an extension of empirical mode decomposition (EMD) is proposed in order to clean EEG data of eye blinks artifacts. This is achieved by applying two cleaning methods to EEG simulated data. One of these methods is presented only for illustrative purposes, whereas the second one can be applied to real EEG data. The results show that the cleaned data with both these methods presents high correlation (|r|>0.8) with the simulated EEG clean data.

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Paper citation in several formats:
Gallego-Jutglà, E.; Solé-Casals, J.; M. Rutkowski, T. and Cichocki, A. (2011). APPLICATION OF MULTIVARIATE EMPIRICAL MODE DECOMPOSITION FOR CLEANING EYE BLINKS ARTIFACTS FROM EEG SIGNALS.In Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: Special Session on Challenges in Neuroengineering, (IJCCI 2011) ISBN 978-989-8425-84-3, pages 455-460. DOI: 10.5220/0003722004550460

@conference{special session on challenges in neuroengineering11,
author={Esteve Gallego{-}Jutglà. and Jordi Solé{-}Casals. and Tomasz M. Rutkowski. and Andrzej Cichocki.},
title={APPLICATION OF MULTIVARIATE EMPIRICAL MODE DECOMPOSITION FOR CLEANING EYE BLINKS ARTIFACTS FROM EEG SIGNALS},
booktitle={Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: Special Session on Challenges in Neuroengineering, (IJCCI 2011)},
year={2011},
pages={455-460},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003722004550460},
isbn={978-989-8425-84-3},
}

TY - CONF

JO - Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: Special Session on Challenges in Neuroengineering, (IJCCI 2011)
TI - APPLICATION OF MULTIVARIATE EMPIRICAL MODE DECOMPOSITION FOR CLEANING EYE BLINKS ARTIFACTS FROM EEG SIGNALS
SN - 978-989-8425-84-3
AU - Gallego-Jutglà, E.
AU - Solé-Casals, J.
AU - M. Rutkowski, T.
AU - Cichocki, A.
PY - 2011
SP - 455
EP - 460
DO - 10.5220/0003722004550460

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