International Journal of Pharma and Bio Sciences
 
 
    ISSN 0975-6299
www.ijpbs.net
RESEARCH ARTICLE
Int J Pharm Bio Sci Volume 7, Issue 3, 2016 (July-Sept), Pages:895 - 906
A COMPARATIVE ANALYSIS OF FEATURE EXTRACTION AND MACHINE LEARNING BASED CLASSIFIER FOR EEG SIGNAL CLASSIFICATION
SANDEEP KUMAR SATAPATHY, SATCHIDANANDA DEHURI, ALOK KUMAR JAGADEV
DOI:
[Download PDF]
Abstract:

Electroencephalogram (EEG) is a trial did on the brain to record the electrical activity inside it. The neural structure of the brain can consist of various neurons in terms of lacs or crores. These neurons communicate by colliding among themselves and communicating data to each other. This collision leads to the generation of the very small amount of electricity. The electrical signal generated can then be recorded and carefully studied to solve many neurological disorder diseases for example epilepsy. About 1% of the total population in the world are affected by this disease. In this study, the behavior of the EEG signals was analyzed by extracting the required important features, as well as classifying the extracted features to detect epileptic seizures. This analysis was done using different machine learning techniques such as Multilayer Perceptron Neural Network (MLPNN), Radial Basis Function Neural Network (RBFNN) and Support Vector Machines (SVM).

Keywords: Electroencephalogram (EEG), Discrete Wavelet Transform, Continuous Wavelet Transform, Thresholding T
Welcome to IJPBS,Pharmaceutics, Novel, drug, delivery, system, Nanotechnology, Pharmacology, Pharmacognosy
Pharmaceutical Fields
Welcome to IJPBS,Pharmaceutics, Novel, drug, delivery, system, Nanotechnology, Pharmacology, Pharmacognosy Pharmaceutics
Welcome to IJPBS,Pharmaceutics, Novel, drug, delivery, system, Nanotechnology, Pharmacology, Pharmacognosy Novel drug delivery system
Welcome to IJPBS,Pharmaceutics, Novel, drug, delivery, system, Nanotechnology, Pharmacology, Pharmacognosy Nanotechnology
Welcome to IJPBS,Pharmaceutics, Novel, drug, delivery, system, Nanotechnology, Pharmacology, Pharmacognosy Pharmacology
Welcome to IJPBS,Pharmaceutics, Novel, drug, delivery, system, Nanotechnology, Pharmacology, Pharmacognosy Pharmacognosy
© Copyright 2009-2015 IJPBS, India. All rights reserved. Specialized online journals by ubijournal. Website by Ubitech Solutions
         Home I Contact I Terms & Conditions