Interpretability application of the Just-in-Time software defect prediction model
Software defect prediction is one of the most active fields in software engineering. Recently,
some experts have proposed the Just-in-time Defect Prediction Technology. Just-in-time …
some experts have proposed the Just-in-time Defect Prediction Technology. Just-in-time …
BERT-and TF-IDF-based feature extraction for long-lived bug prediction in FLOSS: a comparative study
Context: The correct prediction of long-lived bugs could help maintenance teams to build
their plan and to fix more bugs that often adversely affect software quality and disturb the …
their plan and to fix more bugs that often adversely affect software quality and disturb the …
The impact of feature importance methods on the interpretation of defect classifiers
Classifier specific (CS) and classifier agnostic (CA) feature importance methods are widely
used (often interchangeably) by prior studies to derive feature importance ranks from a …
used (often interchangeably) by prior studies to derive feature importance ranks from a …
Predicting bug-fixing time: an empirical study of commercial software projects
For a large and evolving software system, the project team could receive many bug reports
over a long period of time. It is important to achieve a quantitative understanding of bug …
over a long period of time. It is important to achieve a quantitative understanding of bug …
Defect prediction: Accomplishments and future challenges
As software systems play an increasingly important role in our lives, their complexity
continues to increase. The increased complexity of software systems makes the assurance …
continues to increase. The increased complexity of software systems makes the assurance …
Characterizing and predicting blocking bugs in open source projects
H Valdivia Garcia, E Shihab - … of the 11th working conference on mining …, 2014 - dl.acm.org
As software becomes increasingly important, its quality becomes an increasingly important
issue. Therefore, prior work focused on software quality and proposed many prediction …
issue. Therefore, prior work focused on software quality and proposed many prediction …
Maintenance effort estimation for open source software: A systematic literature review
Open Source Software (OSS) is distributed and maintained collaboratively by developers all
over the world. However, frequent personnel turnover and lack of organizational …
over the world. However, frequent personnel turnover and lack of organizational …
A literature review of research in software defect reporting
JD Strate, PA Laplante - IEEE Transactions on Reliability, 2013 - ieeexplore.ieee.org
In 2002, the National Institute of Standards and Technology (NIST) estimated that software
defects cost the US economy in the area of $60 billion a year. It is well known that identifying …
defects cost the US economy in the area of $60 billion a year. It is well known that identifying …
Elblocker: Predicting blocking bugs with ensemble imbalance learning
Context Blocking bugs are bugs that prevent other bugs from being fixed. Previous studies
show that blocking bugs take approximately two to three times longer to be fixed compared …
show that blocking bugs take approximately two to three times longer to be fixed compared …
Recommending good first issues in github oss projects
Attracting and retaining newcomers is vital for the sustainability of an open-source software
project. However, it is difficult for newcomers to locate suitable development tasks, while …
project. However, it is difficult for newcomers to locate suitable development tasks, while …