A systematic literature review on software defect prediction using artificial intelligence: Datasets, Data Validation Methods, Approaches, and Tools

J Pachouly, S Ahirrao, K Kotecha… - … Applications of Artificial …, 2022 - Elsevier
Delivering high-quality software products is a challenging task. It needs proper coordination
from various teams in planning, execution, and testing. Many software products have high …

[HTML][HTML] Software defect prediction based on nested-stacking and heterogeneous feature selection

L Chen, C Wang, S Song - Complex & Intelligent Systems, 2022 - Springer
Software testing guarantees the delivery of high-quality software products, and software
defect prediction (SDP) has become an important part of software testing. Software defect …

A Survey on Feature Selection in Imbalanced Data for Software Defect Prediction

M Abdullah, FA Setiawan - 2023 Eighth International …, 2023 - ieeexplore.ieee.org
In software defect prediction, unbalanced data poses a substantial obstacle due to the
considerably lesser count of corrupted instances in comparison to non-damaged instances …

Peningkatan Algoritma J48 Untuk Klasifikasi Hasil Prestasi Mahasiswa Selama Proses Pembelajaran Secara Daring Menggunakan CFS Dan Adaboost

D Pramadhana, R Rendi… - Journal of Informatics …, 2022 - journal.ittelkom-pwt.ac.id
Virus corona yaitu virus yang menyebabkan infeksi saluran pernapasan pada manusia.
Jumlah kenaikan penderita virus corona meningkat secara cepat dan menyebar diberbagai …

Software defect prediction: an ML approach-based comprehensive study

K Anand, AK Jena - … , Software and Networks: Proceedings of INDIA 2022, 2022 - Springer
Software testing is a vital phase in the software development life cycle. Testing validates a
developed software against the input test cases by identifying the defects present in the …

Embedded system architecture-computer embedded software defect prediction based on genetic optimisation algorithms

A Wang - International Journal of Information Technology …, 2023 - inderscienceonline.com
With the rapid development of electronic measurement technology, people have put forward
higher requirements for the diversity of oscilloscope functions and abundant peripheral …

Pendekatan visual analytics dalam pemodelan prediksi cacat perangkat lunak menggunakan kombinasi pca dan smote

M Salsabila - 2022 - repository.uinjkt.ac.id
Prediksi cacat perangkat lunak memungkinkan manajer proyek perangkat lunak untuk
mengelola orang, biaya, dan waktu secara efisien dalam upaya meningkatkan kualitas …

[PDF][PDF] A Systematic Review of Ensemble Techniques for Software Defect and Change Prediction

M Khanna - e-Informatica Software Engineering Journal, 2022 - bibliotekanauki.pl
Background: The use of ensemble techniques have steadily gained popularity in several
software quality assurance activities. These aggregated classifiers have proven to be …

Combining PCA and SMOTE for software defect prediction with visual analytics approach

RB Bahaweres, M Salsabila, NF Rozy… - … on Cyber and IT …, 2022 - ieeexplore.ieee.org
Software defect prediction enables efficient management of time and resources in the form
of improving software quality. Therefore, research to improve the performance or accuracy …

Software Defects Prediction At Method Level Using Ensemble Learning Techniques

AM Ibrahim, H Abdelsalam… - International Journal of …, 2023 - journals.ekb.eg
Creating error-free software artifacts is essential to increase software quality and potential re-
usability. However, testing software artifacts to find defects and fix them is time-consuming …