Software Fault Prediction based on  CURE Clustering Algorithm and Artificial Intelligence

Margi Patel; Upama Vachhani

Software Fault Prediction based on CURE Clustering Algorithm and Artificial Intelligence

Authors: Margi Patel, Upama Vachhani

Unique Paper ID: 143599
Volume: 2
Issue: 12
PageNo: 69-77

Keywords: CURE Clustering Neural Network Fault Prediction

Abstract:
There has been rapid growth of software development. During Transmission of Data faults are Created. However software Fault Prediction Techniques are used to Detect Fault. Software Fault Prediction improve the quality and reliability of software by predicting faults .Quality of Software measure in term of fault proneness of data .These software defect may lead to degradation of the quality which might be the cause of failure. We show a comparatively analysis of software fault prediction based on clustering technique, neural network method, statistical method. Fault prediction reduce the overall time and less data processing. In this paper, hybrid approach based on CURE clustering and Neural Network based approach has been performed with the real time data set named PC1 taken from NASA MDP software projects. The Performance is recorded on the basis of accuracy, MAE, RMSE values. This paper focus on clustering with large dataset and predicting faults efficiently.

email to a friend

Cite This Article

ISSN: 2349-6002
Volume: 2
Issue: 12
PageNo: 69-77

Software Fault Prediction based on CURE Clustering Algorithm and Artificial Intelligence

Available:https://ijirt.org/Article?manuscript=143599

10 Jan, 2017

Spectral Unmixing with Hyperspectral Datasets

20 Oct, 2016

A DETECTION CHANNELS USING DYNAMIC SPECTRUM ALLOCATION SCHEME FOR MOBILE AD HOC NETWORKS

12 May, 2016

Implementation of Frequent Pattern Mining Using Vertical Layout Base Method

30 Mar, 2016

DETECTION AND PREVENTION TECHNIQUE FROM JELLYFISH DELAY VARIANCE ATTACK

01 Nov, 2015

Updated Hybrid ISL and DSR Based Technique for Protecting Sensitive Information

30 Jun, 2015

Automated Medication Supply System At Remote Areas Using Gsm

16 Jun, 2015

Detection of Novel Class for Data Streams

11 Jun, 2015

User Search History Using Query Clustering for Information Retrieval

Impact Factor
8.01 (Year 2024)

UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now

Latest Publication

Recent Conferences

NCSEM 2024

National Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024

Submit inquiry