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Analysis and Classification of EEG Signals Related to Arithmetic Operations

by G. B. Janvale, B. W. Gawali, S. N. Deshmukh, S. C. Mehrotra, A. V. Marwale
journal cover thumbnail

International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 134 - Number 15
Year of Publication: 2016
Authors: G. B. Janvale, B. W. Gawali, S. N. Deshmukh, S. C. Mehrotra, A. V. Marwale
10.5120/ijca2016908170

G. B. Janvale, B. W. Gawali, S. N. Deshmukh, S. C. Mehrotra, A. V. Marwale . Analysis and Classification of EEG Signals Related to Arithmetic Operations. International Journal of Computer Applications. 134, 15 ( January 2016), 30-32. DOI=10.5120/ijca2016908170

@article{ 10.5120/ijca2016908170,
author = { G. B. Janvale, B. W. Gawali, S. N. Deshmukh, S. C. Mehrotra, A. V. Marwale },
title = { Analysis and Classification of EEG Signals Related to Arithmetic Operations },
journal = { International Journal of Computer Applications },
issue_date = { January 2016 },
volume = { 134 },
number = { 15 },
month = { January },
year = { 2016 },
issn = { 0975-8887 },
pages = { 30-32 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume134/number15/23993-2016908170/ },
doi = { 10.5120/ijca2016908170 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T23:34:31.195832+05:30
%A G. B. Janvale
%A B. W. Gawali
%A S. N. Deshmukh
%A S. C. Mehrotra
%A A. V. Marwale
%T Analysis and Classification of EEG Signals Related to Arithmetic Operations
%J International Journal of Computer Applications
%@ 0975-8887
%V 134
%N 15
%P 30-32
%D 2016
%I Foundation of Computer Science (FCS), NY, USA
Abstract

The advancement in computer hardware and digital signal processing made possible use of brain signal for the communication between human and computers. The electroencephalogram contains the information of brain signals. This paper focuses on mental tasks classification from electroencephalographic (EEG) signals. The four arithmetical mental tasks considered are calculation, counting, reminding along with relaxation. The database of four subjects was collected and used as training dataset. The features have been extracted from the delta, theta, alpha and beta of EEG bands in frequency domain. These features were analyzed and classified using the Linear Discriminant Analysis (LDA) classifier. Cluster Pattern indicates that these four mental tasks can be classified and recognized using EEG signals.

References
  1. S. Sanei and J. A. Chamber. 2007 EEG Signal Processing. John Wiley and Son, Lit.
  2. J. R. Wolpaw, N. Birbaumer, D. J. McFaland, G. Pfurtscheller, and T. M. Vaughan (2002) .Bain Computer Interfaces for Communication and Control. Clinical Neurophys., 767-791.
  3. S. Koelstra, C. Muhl, M. Soleymani, J-S.Lee, A. Yazdani, T. Ebrahimi, T. Pun, A. Nijholt, and I. Patra. 2012 DEAP: A Database for Emotional Analysis using Physiological Signals. IEEE Transaction on Affective Computing, 18-31.
  4. H. Jasper. (1958) Reports on the Committee on Methods of Clinical Examination in Electroencephalograph. Clinical Neurophysiology, 370-375, 1958.
  5. B. W. Gawali, P. B. Rokade, G. B. Janvale, and S. C. Mehrotra. (2010) Ovarian Hormones and Brain Signals Annals of Neurosciences, 72-74.
  6. G. B. Janvale, B. W. Gawali, R. S. Deore, S. N. Deshmukh, S. C. Mehrotra, and A.V. Marwale (2010) Song Induced Mood Recognition System using EEG Signals. Annals of Neurosciences, 80-84, 2010.
  7. G. B. Janvale, Sanjeev Kendre, and Suresh Mehrotra, (2014) “Mental and Behavioural Disorders Related to Alcohol and their Effects on EEG Signals – An Overview”, Procedia - Social and Behavioral Sciences, Volume 133, 15 May 2014, Pages 116–121
  8. Y. Jian, T. Zhong, Y. Jing-yu, Z. David, and A. Frungi.(2004) Essence of Kernel Fisher Discriminant: KPCA plus LDA. The Journal of the Computer Recognition Society, Elsevier Computer.2097-2100.
Index Terms

Computer Science
Information Sciences

Keywords

EEG Mental Tasks LDA Classification

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