Hybrid Classifier for Software Defect Prediction by Using Filter-Based Feature Selection Techniques

E Sreedevi, S Sivakumar, SR Nayak… - International conference on …, 2023 - Springer
Software's capacity for error-free operation determines how reliable it is. Unfortunately,
mistakes can happen at any stage of the software development process. Predicting software …

[PDF][PDF] Comparative analysis of selected heterogeneous classifiers for software defects prediction using filter-based feature selection methods

AG Akintola, AO Balogun… - FUOYE Journal of …, 2018 - researchgate.net
Classification techniques is a popular approach to predict software defects and it involves
categorizing modules, which is represented by a set of metrics or code attributes into fault …

[PDF][PDF] A feature selection based ensemble classification framework for software defect prediction

A Iqbal, S Aftab, I Ullah, MS Bashir… - International Journal of …, 2019 - mecs-press.org
Software defect prediction is one of the emerging research areas of software engineering.
The prediction of defects at early stage of development process can produce high quality …

[PDF][PDF] Improved random forest algorithm for software defect prediction through data mining techniques

SG Jacob - International Journal of Computer Applications, 2015 - Citeseer
Software defect prediction using classification algorithms was advocated by many
researchers. Moreover the classifier ensemble can effectively improve classification …

[PDF][PDF] A Framework for Software Defect Prediction Using Feature Selection and Ensemble Learning Techniques.

F Matloob, S Aftab, A Iqbal - International Journal of Modern …, 2019 - researchgate.net
Testing is one of the crucial activities of software development life cycle which ensures the
delivery of high quality product. As software testing consumes significant amount of …

[PDF][PDF] Software defect prediction: effect of feature selection and ensemble methods

MA Mabayoje, AO Balogun, AO Bajeh… - FUW Trends in Science …, 2018 - academia.edu
Software defect prediction is the process of locating defective modules in software. It
facilitates testing efficiency and consequently software quality. It enables a timely …

Feature selection and software defect prediction by different ensemble classifiers

N Shakhovska, V Yakovyna - … , DEXA 2021, Virtual Event, September 27 …, 2021 - Springer
Software defect prediction can improve its quality and is actively studied during the last
decade. This paper focuses on the improvement of software defect prediction accuracy by …

Metrics Based Feature Selection for Software Defect Prediction

RA Nugroho, F Abadi, MR Faisal… - Jurnal …, 2020 - komputasi.fmipa.unila.ac.id
Nowadays, software is very influential on various sectors of life, both to solve business
needs, as well as personal needs. To have a Software with high quality, testing is needed to …

[PDF][PDF] Software defect prediction using variant based ensemble learning and feature selection techniques

U Ali, S Aftab, A Iqbal, Z Nawaz, MS Bashir… - International Journal of …, 2020 - mecs-press.org
Testing is considered as one of the expensive activities in software development process.
Fixing the defects during testing process can increase the cost as well as the completion …

Feature Clustering and Ensemble Learning Based Approach for Software Defect Prediction

R Srivastava, AK Jain - Recent Advances in Computer Science …, 2022 - ingentaconnect.com
Objective: Defects in delivered software products not only have financial implications but
also affect the reputation of the organisation and lead to wastage of time and human …