JETIREXPLORE- Search Thousands of research papers



Published in:

Volume 5 Issue 1
January-2018
eISSN: 2349-5162

Unique Identifier

JETIR1801121

Page Number

635-638

Share This Article


Title

Performance Comparison of Machine Learning Algorithms

ISSN

2349-5162

Cite This Article

"Performance Comparison of Machine Learning Algorithms", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.5, Issue 1, page no.635-638, January-2018, Available :http://www.jetir.org/papers/JETIR1801121.pdf

Authors

Abstract

Eye state identification is generous of common time-series classification problem which is also a hot spot in recent research. The eye state classificationwidely usesElectroencephalography (EEG) to detect human’s cognition state.In this work, we investigated how the eye state (open or closed) can be predicted by evaluating brain waves with an EEG. Thus, we used Decision Tree and Naïve Bayes classification algorithms to develop a best model to classify the eye state as closed or open. Also the performance of these classification algorithms is tested on two different tools such as Weka and Spark. The performance is expressed in terms of parameters correctly classified instances, incorrectly classified instances, error rate and precision. The Decision Tree algorithm has outperformed with respect to Weka tool while the Naïve Bayes algorithm outperformed in the Spark.

Key Words

Machine Learning, Classification, Decision Tree, Naïve Bayes, EEG Eye State

Cite This Article

"Performance Comparison of Machine Learning Algorithms", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.5, Issue 1, page no. pp635-638, January-2018, Available at : http://www.jetir.org/papers/JETIR1801121.pdf

Publication Details

Published Paper ID: JETIR1801121
Registration ID: 180140
Published In: Volume 5 | Issue 1 | Year January-2018
DOI (Digital Object Identifier):
Page No: 635-638
ISSN Number: 2349-5162

Download Paper

Preview Article

Download Paper




Cite This Article

"Performance Comparison of Machine Learning Algorithms", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.5, Issue 1, page no. pp635-638, January-2018, Available at : http://www.jetir.org/papers/JETIR1801121.pdf




Preview This Article


Downlaod

Click here for Article Preview