A Novel Approach to Improve Software Defect Prediction Accuracy Using Machine Learning

Author:

Mehmood Iqra1,Shahid Sidra1,Hussain Hameed2ORCID,Khan Inayat3ORCID,Ahmad Shafiq4ORCID,Rahman Shahid2ORCID,Ullah Najeeb3,Huda Shamsul5ORCID

Affiliation:

1. Department of Computer Science, University of Agriculture Faisalabad, Faisalabad, Pakistan

2. Department of Computer Science, University of Buner, Buner, Pakistan

3. Department of Computer Science, University of Engineering and Technology, Mardan, Pakistan

4. Industrial Engineering Department, College of Engineering, King Saud University, Riyadh, Saudi Arabia

5. School of Information Technology, Deakin University, Burwood, VIC, Australia

Funder

King Saud University, Riyadh, Saudi Arabia, through the Researchers Supporting Project

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

General Engineering,General Materials Science,General Computer Science,Electrical and Electronic Engineering

Reference75 articles.

1. Defects Prediction and Prevention Approaches for Quality Software Development

2. Software defect prediction system using multilayer perceptron neural network with data mining;Gayathri;Int. J. Recent Technol. Eng.,2014

3. Empirical comparison of machine learning algorithms for bug prediction in open source software

4. Software defect prediction models for quality improvement: A literature study;Rawat;Int. J. Comput. Sci. Issues,2012

5. A survey? Data mining techniques in software engineering;Singh;Int. J. Res. IT, Manage. Eng.,2016

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3