• Apr 28, 2017 News!Vol.3, No.1 has been published with online version.   [Click]
  • Dec 30, 2016 News!Vol.2, No.4 has been published with online version.   [Click]
  • Jun 22, 2016 News!Vol.2, No.3 has been published with online version.   [Click]
General Information
    • ISSN: 2382-6185
    • Frequency: Quarterly (2015-2016); semiyearly (Since 2017)
    • DOI: 10.18178/IJKE
    • Editor-in-Chief: Prof. Chen-Huei Chou
    • Executive Editor: Ms. Nina Lee
    • Indexed by: Google Scholar, DOAJ, Engineering & Technology Digital Library, Crossref, ProQuest
    • E-mail: ijke@ejournal.net
Editor-in-chief
Prof. Chen-Huei Chou
College of Charleston, SC, USA
It is my honor to be the editor-in-chief of IJKE. I will do my best to help develop this journal better.
IJKE 2015 Vol.1(2): 141-145 ISSN: 2382-6185
DOI: 10.7763/IJKE.2015.V1.24

Performance Evaluation of Different Classifier for Eye State Prediction Using EEG Signal

Mridu Sahu, N. K. Nagwani, Shrish Verma, and Saransh Shirke
Abstract—Electroencephalography (EEG) measure human brain activity for different applications. In this paper performance of Instance Based classifier is compared with well known classifier, such as AdaBoost, J48, IB1, etc. As the experimental result shows that the Random forest and Instance Based Classifier like IB1& IBK are performing well as compared to other classifiers for predicting eye state (open or closed) using EEG signals from electrode data.

Index Terms—Electroencephalography (EEG), emotive devices, instance based classifier.

Mridu Sahu is with the Department of IT, NIT, Raipur, India (e-mail: mrisahu.it@nitrr.ac.in).
Saransh Shirke is with the Department of Electrical Engineering, NIT Raipur, India (e-mail: saransh.shirke@gmail.com).
K. Nagwani is with the Department of CSE, NIT, Raipur, India (e-mail: nknagwani.cs@nitrr.ac.in).
Shrish Verma is with the Department of E&TC, NIT, Raipur, India (e-mail: shrishverma@nitrr.ac.in).

[PDF]

Cite: Mridu Sahu, N. K. Nagwani, Shrish Verma, and Saransh Shirke, "Performance Evaluation of Different Classifier for Eye State Prediction Using EEG Signal," International Journal of Knowledge Engineering vol. 1, no. 2, pp. 141-145, 2015.

Copyright © 2008-2016. International Journal of Knowledge Engineering. All rights reserved.
E-mail: ijke@ejournal.net