Academic Journals Database
Disseminating quality controlled scientific knowledge

A Comparison of Decision Tree Algorithms For UCI Repository Classification

ADD TO MY LIST
 
Author(s): Kittipol Wisaeng

Journal: International Journal of Engineering Trends and Technology
ISSN 2231-5381

Volume: 4;
Issue: 8;
Start page: 3397;
Date: 2013;
VIEW PDF   PDF DOWNLOAD PDF   Download PDF Original page

Keywords: Functional tree algorithm | logistic model trees algorithm | REP tree algorithm | best-first decision tree algorithm.

ABSTRACT
The development of decision tree algorithms have been used for industrial, commercial and scientific purpose. However, the choice of the most suitable algorithm becomes increasingly difficult. In this paper, we present the comparison of decision tree algorithms using Waikato environment for knowledge analysis. The aim is to investigate the performance of data classification for a set of a large data. The algorithms tested are functional tree algorithm, logistic model trees algorithm, REP tree algorithm and best-first decision tree algorithm. The UCI repository will be used to test and justify the performance of decision tree algorithms. Subsequently, the classification algorithm that has the optimal potential will be suggested for use in large scale data.
Affiliate Program     

Tango Rapperswil
Tango Rapperswil