A Threshold fuzzy entropy based feature selection method applied in various benchmark datasets using Ant-miner algorithm
Journal Title: International Journal of Modern Engineering Research (IJMER) - Year 2015, Vol 5, Issue 3
Abstract
Large amount of data have been stored and manipulated using various database technologies. Processing all the attributes for the particular means is the difficult task. To avoid such difficulties, feature selection process is processed.In this paper,we are collect a eight various benchmark datasets from UCI repository.Feature selection process is carried out using fuzzy entropy based relevance measure algorithm and follows three selection strategies like Mean selection strategy,Half selection strategy and Neural network for threshold selection strategy. After the features are selected, they are evaluated using Radial Basis Function (RBF) network,Stacking,Bagging,AdaBoostM1 and Antminer classification methodologies.The test results depicts that Neural network for threshold selection strategy works well in selecting features and Ant-miner methodology works best in bringing out better accuracy with selected feature than processing with original dataset.The obtained result of this experiment shows that clearly the Ant-miner is superiority than other classifiers.Thus, this proposed Antminer algorithm could be a more suitable method for producing good results with fewer features than the original datasets
Authors and Affiliations
P. Devipriya , P. Divya , R. Srivinitha , J. Joshimadevi , S. Saravanan , R. G. Suresh Kumar
Keywords
Related Articles
- EP ID EP89290
- DOI -
- Views 136
- Downloads 0
A Study of diesel engine fuelled with Madhuca Indica biodiesel and its blend with Diesel fuel
The engine emission characteristics of Mahua (Madhuca Indica) biodiesel (Mahua Oil Methyl Ester) and its blends with diesel is presented. The thermo-physical properties of all the fuel blends have been measured and prese...
A Study on Groundnut Husk Ash (GHA)–Concrete under Acid Attack
This paper presents the findings of an investigation on the compressive strength of Groundnut Husk Ash (GHA)-Concrete and its resistance to acid attack. The GHA used was obtained by controlled burning of groundnut...
Engineering Properties of Kaolinitic Clay with Potencial Use in Drugs and Cosmetics
ABSTRACT: The Clays are one of the oldest raw materials available. They are minerals abundant around the world and, currently, when the societies are more interested in environmentally correct products, clays...
On the Exponential Diophantine Equations n nx y zx y z and n m nx y zx y z
In this paper,two different forms of exponential Diophantine equations namely n nx y zx y zand n m nx y zx y zare considered and analysed for finding positive integer solutions on each of the above two equations...
Performance Evaluation of Push-To-Talk Group Communication
Recently the VoIP technology has been used for the purpose of voice conversation through the Internet since the proliferation of smart phones. In this paper, we are interested in the network performance of the gr...