Software defect prediction is an important area in software engineering because it helps
developers identify and fix problems before they become costly and hard-to-fix bugs. Early …

There is a severe class imbalance problem in defect datasets, with nondefective data
dominating the distribution, making it easy to generate inaccurate software defect prediction …

Within Software Engineering, it is essential to build quality software. An obstacle to the after
mentioned are the defects that can be found in any phase of software development. That is …

Software defect prediction models enable test managers to predict defect-prone modules
and assist with delivering quality products. A test manager would be willing to identify the …

Background: The novelty of the work lies in the formulation of these frequency-based
generators, which reflects the lowest level of information loss in the intermediate …

Ensuring the quality of software systems is essential for effective and efficient usage in
complex software development procedures. A vital component of the whole procedure is the …

Predicting and managing software faults is crucial in modern development, demanding
costeffective and dependable strategies. Traditional approaches based on historical data or …

Software quality assurance is an area that deals with software defect prediction also.
Identifying and eliminating defects is a crucial task that helps organizations deliver quality …

This research study explores the predictive modeling of software errors by employing
machine learning techniques, using the PC1 dataset extracted from PROMISE Software …

In the realm of software engineering, the anticipation of software flaws holds significant
importance as it enables developers to pinpoint and rectify issues before they escalate into …