Classification of multichannel EEG signal by single layer perceptron learning algorithm

Classification of multichannel EEG signal by single layer perceptron learning algorithm

Motor imagery (MI) related Electroencephalogram (EEG) signal classification is one of the main challenge in designing a brain computer interface (BCI) system. Single Layer Perceptron Learning (SLPL) algorithm has a very low computational requirement which makes it suitable for online BCI system...

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Main Authors: Hasan, Mohammad Rubaiyat, Ibrahimy, Muhammad Ibn, Motakabber, S. M. A., Shahid, Shahjahan
Format: Conference or Workshop Item
Language:English
English
Published: 2014
Subjects:
T Technology (General)
Online Access:http://irep.iium.edu.my/39001/
http://irep.iium.edu.my/39001/
http://irep.iium.edu.my/39001/1/39001_edited.pdf
http://irep.iium.edu.my/39001/4/39001_Classification%20of%20multichannel%20EEG%20signal_Scopus.pdf
id iium-39001
recordtype eprints
spelling iium-390012017-09-20T10:41:19Z http://irep.iium.edu.my/39001/ Classification of multichannel EEG signal by single layer perceptron learning algorithm Hasan, Mohammad Rubaiyat Ibrahimy, Muhammad Ibn Motakabber, S. M. A. Shahid, Shahjahan T Technology (General) Motor imagery (MI) related Electroencephalogram (EEG) signal classification is one of the main challenge in designing a brain computer interface (BCI) system. Single Layer Perceptron Learning (SLPL) algorithm has a very low computational requirement which makes it suitable for online BCI system. This paper proposes an advanced and simple classification technique for MI related BCI system. Initially the signal is extracted for different features. The SLPL classifier has been used to propose technique to design an MI based BCI. For contrastive comparison with other classification techniques have been evaluated by classification accuracy, mutual information and Cohen’s kappa. 2014-09 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/39001/1/39001_edited.pdf application/pdf en http://irep.iium.edu.my/39001/4/39001_Classification%20of%20multichannel%20EEG%20signal_Scopus.pdf Hasan, Mohammad Rubaiyat and Ibrahimy, Muhammad Ibn and Motakabber, S. M. A. and Shahid, Shahjahan (2014) Classification of multichannel EEG signal by single layer perceptron learning algorithm. In: 5th International Conference on Computer and Communication Engineering (ICCCE 2014), 23th - 25th September 2014, Sunway Putra Hotel, Kuala Lumpur. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7031650
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
English
topic T Technology (General)
spellingShingle T Technology (General)
Hasan, Mohammad Rubaiyat
Ibrahimy, Muhammad Ibn
Motakabber, S. M. A.
Shahid, Shahjahan
Classification of multichannel EEG signal by single layer perceptron learning algorithm
description Motor imagery (MI) related Electroencephalogram (EEG) signal classification is one of the main challenge in designing a brain computer interface (BCI) system. Single Layer Perceptron Learning (SLPL) algorithm has a very low computational requirement which makes it suitable for online BCI system. This paper proposes an advanced and simple classification technique for MI related BCI system. Initially the signal is extracted for different features. The SLPL classifier has been used to propose technique to design an MI based BCI. For contrastive comparison with other classification techniques have been evaluated by classification accuracy, mutual information and Cohen’s kappa.
format Conference or Workshop Item
author Hasan, Mohammad Rubaiyat
Ibrahimy, Muhammad Ibn
Motakabber, S. M. A.
Shahid, Shahjahan
author_facet Hasan, Mohammad Rubaiyat
Ibrahimy, Muhammad Ibn
Motakabber, S. M. A.
Shahid, Shahjahan
author_sort Hasan, Mohammad Rubaiyat
title Classification of multichannel EEG signal by single layer perceptron learning algorithm
title_short Classification of multichannel EEG signal by single layer perceptron learning algorithm
title_full Classification of multichannel EEG signal by single layer perceptron learning algorithm
title_fullStr Classification of multichannel EEG signal by single layer perceptron learning algorithm
title_full_unstemmed Classification of multichannel EEG signal by single layer perceptron learning algorithm
title_sort classification of multichannel eeg signal by single layer perceptron learning algorithm
publishDate 2014
url http://irep.iium.edu.my/39001/
http://irep.iium.edu.my/39001/
http://irep.iium.edu.my/39001/1/39001_edited.pdf
http://irep.iium.edu.my/39001/4/39001_Classification%20of%20multichannel%20EEG%20signal_Scopus.pdf
first_indexed 2023-09-18T20:56:01Z
last_indexed 2023-09-18T20:56:01Z
_version_ 1777410309409996800

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