Cross-project defect prediction: a literature review

S Pal, A Sillitti - IEEE access, 2022 - ieeexplore.ieee.org
Background: Software defect prediction models aim at identifying the potential faulty
modules of a software project based on historical data collected from previous versions of …

[PDF][PDF] Impact of unbalanced classification on the performance of software defect prediction models

KJ Eldho - Indian Journal of Science and …, 2022 - sciresol.s3.us-east-2.amazonaws …
Objectives: To propose a suitable imbalanced data classification model to split the dataset
into two new datasets and to test the created imbalanced dataset by the prediction models …

Cross-Project Defect Prediction Based on Domain Adaptation and LSTM Optimization

K Javed, R Shengbing, M Asim, MA Wani - Algorithms, 2024 - mdpi.com
Cross-project defect prediction (CPDP) aims to predict software defects in a target project
domain by leveraging information from different source project domains, allowing testers to …

Coupling and Cohesion Metrics-based Fault Predictions using Machine learning Algorithm

P Bandarupalli, P Yalla - 2022 International Conference on …, 2022 - ieeexplore.ieee.org
Malware affects the software system and may lead to server failure. It is required to detect
the malicious software accurately to avoid the time and cost wastage. Various research …

Software Complexity Prediction Model: A Combined Machine Learning Approach

E Birihanu, B Adamu, H Kefie, T Beshah - The International Conference …, 2022 - Springer
The need for computers increased quickly. As a result, the program is utilized in a significant
and intricate manner. More complex systems are being developed by software businesses …

A Critical Survey on Machine Learning Paradigms to Forecast Software Defects by Using Testing Parameters

Y Prasanth, T Satya Sai Vinuthna, P Komali… - … Machines and Humanity …, 2023 - Springer
The Detection of malicious software commonly known as malware that gets into the system
without user consent to steal private and confidential data of the user that includes bank …

Defect Prediction Models in Software Engineering: A Comprehensive Review on Methodologies

W Turner - Journal of Science & Technology, 2021 - thesciencebrigade.com
Defect prediction models play a crucial role in software engineering by aiding in the
identification and prevention of defects before they impact the software's reliability and …

Defect Prediction Models: Industry Adoption Best Practices and Case Studies

A Reed - Journal of Science & Technology, 2021 - thesciencebrigade.com
The article discusses the industry adoption and best practices in defect prediction models,
emphasizing their integration, collaboration, explain ability, continuous improvement, and …