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

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