Classification of multichannel EEG signal by linear discriminant analysis
Motor imagery (MI) related Electroencephalogram (EEG) signal classification is one of the main challenge in designing a brain computer interface (BCI) system. Linear Discriminant Analysis (LDA) has a very low computational requirement which makes it suitable for online BCI system. This paper propose...
| Main Authors: | , , , |
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| Format: | Proceeding Paper |
| Language: | English English English |
| Published: |
Springer International Publishing AG
2015
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/38995/ http://irep.iium.edu.my/38995/1/279.pdf http://irep.iium.edu.my/38995/4/ICSEng_2014_-_23rd_INTERNATIONAL_CONFERENCE_ON_SYSTEMS_ENGINEERING.pdf http://irep.iium.edu.my/38995/7/42469_Classification%20of%20multichannel%20EEG%20signal%20by%20linear_Scopus.pdf |
| _version_ | 1848781704866562048 |
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| 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 |
| building | IIUM Repository |
| collection | Online Access |
| description | Motor imagery (MI) related Electroencephalogram (EEG) signal classification is one of the main challenge in designing a brain computer interface (BCI) system. Linear Discriminant Analysis (LDA) 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 LDA classifier has been used to propose technique to design an MI based BCI. For contrastive comparison other classification techniques have been evaluated by classification accuracy and Cohen's kappa. |
| first_indexed | 2025-11-14T15:53:48Z |
| format | Proceeding Paper |
| id | iium-38995 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English English English |
| last_indexed | 2025-11-14T15:53:48Z |
| publishDate | 2015 |
| publisher | Springer International Publishing AG |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-389952017-09-20T10:38:05Z http://irep.iium.edu.my/38995/ Classification of multichannel EEG signal by linear discriminant analysis 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. Linear Discriminant Analysis (LDA) 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 LDA classifier has been used to propose technique to design an MI based BCI. For contrastive comparison other classification techniques have been evaluated by classification accuracy and Cohen's kappa. Springer International Publishing AG 2015-08 Proceeding Paper PeerReviewed application/pdf en http://irep.iium.edu.my/38995/1/279.pdf application/pdf en http://irep.iium.edu.my/38995/4/ICSEng_2014_-_23rd_INTERNATIONAL_CONFERENCE_ON_SYSTEMS_ENGINEERING.pdf application/pdf en http://irep.iium.edu.my/38995/7/42469_Classification%20of%20multichannel%20EEG%20signal%20by%20linear_Scopus.pdf Hasan, Mohammad Rubaiyat and Ibrahimy, Muhammad Ibn and Motakabber, S. M. A. and Shahid, Shahjahan (2015) Classification of multichannel EEG signal by linear discriminant analysis. In: 23rd International Conference on Systems Engineering, 19-21 August, 2014, Las Vegas, USA. http://link.springer.com/chapter/10.1007%2F978-3-319-08422-0_42#page-1 10.1007/978-3-319-08422-0_42 |
| spellingShingle | T Technology (General) Hasan, Mohammad Rubaiyat Ibrahimy, Muhammad Ibn Motakabber, S. M. A. Shahid, Shahjahan Classification of multichannel EEG signal by linear discriminant analysis |
| title | Classification of multichannel EEG signal by linear discriminant analysis |
| title_full | Classification of multichannel EEG signal by linear discriminant analysis |
| title_fullStr | Classification of multichannel EEG signal by linear discriminant analysis |
| title_full_unstemmed | Classification of multichannel EEG signal by linear discriminant analysis |
| title_short | Classification of multichannel EEG signal by linear discriminant analysis |
| title_sort | classification of multichannel eeg signal by linear discriminant analysis |
| topic | T Technology (General) |
| url | http://irep.iium.edu.my/38995/ http://irep.iium.edu.my/38995/ http://irep.iium.edu.my/38995/ http://irep.iium.edu.my/38995/1/279.pdf http://irep.iium.edu.my/38995/4/ICSEng_2014_-_23rd_INTERNATIONAL_CONFERENCE_ON_SYSTEMS_ENGINEERING.pdf http://irep.iium.edu.my/38995/7/42469_Classification%20of%20multichannel%20EEG%20signal%20by%20linear_Scopus.pdf |