ERA -An Enhanced Ripper Algorithm to Improve Accuracy in Software Fault Prediction
Journal Title: International Journal of Computer Science & Engineering Technology - Year 2014, Vol 5, Issue 8
Abstract
The data mining Techniques are used and applied in the various fields of science. The software mining is an application of data mining, which describes investigation into the examination of software Repositories, such as software assurance, reuse, fault, effort or cost prediction and detection of incomplete changes. Fault in software system is a deficiency that causes software failure and also affects software quality, cost and time. Software quality assurance is major vital to increase the level of the developed software. In existing system different types of rule based classification Algorithms are used for the fault prone modules, In Proposed , A new rule based classification algorithm ERA(Enhanced Ripper Algorithm) has be introduced. The ERA is the enhanced form of Ripper algorithm, in this algorithm we classify the software modules through Rule’s and it is mainly designed to minimize the Rule set length. For that we improve classification accuracy. Which include the attribute selection, to improve accuracy and software efficiency. In this research Enhanced ripper algorithm applied on publicly available datasets of NASA Repository and predicted the fault modules.
Authors and Affiliations
N. Vinothini , Dr. E. George Dharma Prakash Raj
Keywords
Related Articles
- EP ID EP157958
- DOI -
- Views 133
- Downloads 0
Measure Performance of VRS Model using Simulation Approach by Comparing COCOMO Intermediate Model in Software Engineering
Estimation of a software project failure is based on project analogies in the area of software cost estimation. In all software cost estimation approaches important decisions must be made regarding certain approaches in...
HARDWARE IMPLEMENTATION OF SATELLITE IMAGE ENHANCEMENT USING DWT LIFTING SCHEME WITH SPARTAN3 FPGA KIT
Enhancement of a digital or satellite image can be done in either of the areas viz, contrast , resolution and sharpness. In this paper we are introducing the hardware implementation of image enhancement using DWT lifting...
BER and Channel Capacity Improvement of MIMO-OFDM and Adaptive MIMOOFDM System By Modulation Technique(QAM)
In the present scenario, with the growing demand for wireless communication in today’s life, along with the parallel rapid growth of digital communication technology, new innovative ideas are coming into existence which...
SIGNIFICANCE OF WEB USAGE MINING IN MACHINE STUDY
The WEB has been provided that a crucial and essential platform for receiving data and circularize data as well as interacting with society on the web. With its astronomical growth over the past decade, the web becomes v...
Exploration of Cloud Computing and its Essential Facets
Cloud computing is all about how we can use external services over network by various resources provided by many different companies that share and access through the internet to perform many commercial essentialities. C...