Software defect prediction using principal component analysis and naïve bayes algorithm

N Dhamayanthi, B Lavanya - Proceedings of International Conference on …, 2019 - Springer
How can I deliver defect-free software? Can I achieve more with less resources? How can I
reduce time, effort, and cost involved in developing software? Software defect prediction is …

[PDF][PDF] Performance analysis of selected clustering techniques for software defects prediction

A Balogun, R Oladele, H Mojeed, B Amin-Balogun… - 2019 - uilspace.unilorin.edu.ng
Classification algorithms that help to predict software defects play a major role in the
software engineering process. This study investigated the application and performance of …

[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 …

[HTML][HTML] A novel approach for software defect prediction using CNN and GRU based on SMOTE Tomek method

NAA Khleel, K Nehéz - Journal of Intelligent Information Systems, 2023 - Springer
Software defect prediction (SDP) plays a vital role in enhancing the quality of software
projects and reducing maintenance-based risks through the ability to detect defective …

[PDF][PDF] Modeling Software Defects as Anomalies: A Case Study on Promise Repository.

KN Neela, SA Ali, AS Ami, AU Gias - J. Softw., 2017 - jsoftware.us
Software defect prediction is a highly studied domain in Software Engineering research due
to its importance in software development. In literature, various classification methods with …

Neural network based software defect prediction using genetic algorithm and particle swarm optimization

SI Ayon - 2019 1st International Conference on Advances in …, 2019 - ieeexplore.ieee.org
In the arena of software engineering, software defects prediction is one of the most attractive
research topics. Here the main task is to predict if there is any bug in the software or not. For …

[引用][C] Overview of software defect prediction using machine learning algorithms

N Kalaivani, R Beena - International Journal of Pure and Applied Mathematics, 2018

An extensive analysis of search-based techniques for predicting defective classes

R Malhotra - Computers & Electrical Engineering, 2018 - Elsevier
In spite of constant planning, effective documentation and proper implementation of a
software during its life cycle, many defects still occur. Various empirical studies have found …

An Ensemble Model for Software Defect Prediction

AR Ali, AU Rehman, A Nawaz, TM Ali… - 2022 2nd International …, 2022 - ieeexplore.ieee.org
Software testing is one of the important ways to ensure the quality of software. It is found that
testing cost more than 50% of overall project cost. Effective and efficient software testing …

Investigating the use of deep neural networks for software defect prediction

M Samir, M El-Ramly, A Kamel - 2019 IEEE/ACS 16th …, 2019 - ieeexplore.ieee.org
Many software projects are shipped to customers containing defects. Defective software cost
money, time, and lives. To reduce this harm, software companies allocate testing and quality …