Research Article
Survey on Classification Methods using WEKA
|
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
|
| Volume 86 - Issue 18 |
| Published: January 2014 |
| Authors: Meenakshi, Geetika |
10.5120/15085-3330
|
Meenakshi, Geetika . Survey on Classification Methods using WEKA. International Journal of Computer Applications. 86, 18 (January 2014), 16-19. DOI=10.5120/15085-3330
@article{ 10.5120/15085-3330,
author = { Meenakshi,Geetika },
title = { Survey on Classification Methods using WEKA },
journal = { International Journal of Computer Applications },
year = { 2014 },
volume = { 86 },
number = { 18 },
pages = { 16-19 },
doi = { 10.5120/15085-3330 },
publisher = { Foundation of Computer Science (FCS), NY, USA }
}
%0 Journal Article
%D 2014
%A Meenakshi
%A Geetika
%T Survey on Classification Methods using WEKA%T
%J International Journal of Computer Applications
%V 86
%N 18
%P 16-19
%R 10.5120/15085-3330
%I Foundation of Computer Science (FCS), NY, USA
Abstract
In data mining classification is to accurately predict the target class for each case in the data. Decision tree algorithm is one of the commonly used classification algorithm to make induction learning based on examples. In this paper we present the comparison of different classification techniques using WEKA. The aim of this paper is to investigate the performance of different classification methods on clinical data. The algorithm tested are Bayes Network, Navie bayes, Logistic, rule jrip, and J48.
References
- Geetika "A Survey of Classification Methods and its Application "2013.
- Khalid Raza and Atif N. Hasan. "A Comprehensive Evaluation of Machine Learning Techniques for Cancer Class Prediction Based on Microarray Data." arXiv preprint arXiv:1307.7050 (2013).
- Mr V. K pachghare,Parag Kulkarni,"Pattern based network security using Decision Tree and Support vector Machine"IEEE,2011.
- Remco R. Bouckaert, Eibe Frank "WEKA Manual For Version 3-7-4 University of Waikato" Hamilton, New Zealand, June 2011.
- Linna li, Xuemin Zhang"Study of data mining algorithm based on decision tree"Iinternational conference on computer design and application: 2010.
- Mohd Fauzi bin Othman, Thomas Moh Shan Yau. "Comparison of different techniques" University technology Malaysia, skudai, Malaysia. 2010.
- Mark Hall, Eibe Frank, Geoffrey Holmes "The WEKA Data Mining Software: An Update" University of Waikato Orlando, New Zealand. 2009.
- Wen Zhanga, Taketoshi Yoshidaa,Xijin Tangb"Text classification based on multi-word with support vector machine Knowledge-Based Systems" Elsevier Volume 21, Issue 8, December 2008.
- J. Michael Hardin and David C. Chhieng. "Data Mining and Clinical Decision Support Systems". 2007.
- Shahabi C, Zarkesh A M, Adibi J, et al " Introduction of neutral network [C] "B inningham: IEEE Press,2001.
- Mobasher B, Cooley R, Jaideep S, etal "Comments on decision tree" New York: IEEE Press, 1999.
- Nils J. " Introduction to Machine Learning" California. United Stated of Americas. Nilsson (1999).
- C. X. Ling and C. Li "Data mining for direct marketing Specific problems and solutions" In Proceedings of FourthInternational Conference on Knowledge Discovery and Data Mining (KDD-98), pages 73 – 79. 1998.
Index Terms
Keywords