A Novel EEG Classification for Baseline Motor Cortex using AdaBoost

Said Abenna, Mohammed Nahid, Abderrahim Bajit

2021

Abstract

This paper contains a new method for EEG classification and specifically for baseline hand motor cortex recognition. This work is based on the determination of links between all electrodes when moving hands using covariance and correlation matrices, also the importance degree for every electrode from the best to the bad in the classification stage, and thus the application of differential evolution (DE) optimizer to increase the prediction accuracy of AdaBoost algorithm to the best state. The results obtained show that the prediction accuracy value for hand EEG motor cortex classification takes the value of 100% when using more than six electrodes without using feature extraction algorithms, knowing that the related work has a maximum average accuracy value of 99.1% using the PNN algorithm. Therefore, this work has a very important role in increasing the EEG signals prediction quality, either on the side of improving the classification algorithms or minimizing the number of acquisition channels needed.

Paper Citation

in Harvard Style

Abenna S., Nahid M. and Bajit A. (2021). A Novel EEG Classification for Baseline Motor Cortex using AdaBoost. In Proceedings of the 2nd International Conference on Big Data, Modelling and Machine Learning - Volume 1: BML, ISBN 978-989-758-559-3, pages 125-129. DOI: 10.5220/0010729600003101

in Bibtex Style

@conference{bml21,
author={Said Abenna and Mohammed Nahid and Abderrahim Bajit},
title={A Novel EEG Classification for Baseline Motor Cortex using AdaBoost},
booktitle={Proceedings of the 2nd International Conference on Big Data, Modelling and Machine Learning - Volume 1: BML,},
year={2021},
pages={125-129},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010729600003101},
isbn={978-989-758-559-3},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 2nd International Conference on Big Data, Modelling and Machine Learning - Volume 1: BML,
TI - A Novel EEG Classification for Baseline Motor Cortex using AdaBoost
SN - 978-989-758-559-3
AU - Abenna S.
AU - Nahid M.
AU - Bajit A.
PY - 2021
SP - 125
EP - 129
DO - 10.5220/0010729600003101