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Static code analysis (SCA) tools are widely used as effective ways to detect bugs and vulnerabilities in software systems. However, the reports generated by these tools often contain a large number of non-actionable findings, which can…

Software Engineering · Computer Science 2026-04-21 Tamás Aladics , Norbert Vándor , Rudolf Ferenc , Péter Hegedűs

Knowledge-based systems reason over some knowledge base. Hence, an important issue for such systems is how to acquire the knowledge needed for their inference. This paper assesses active learning methods for acquiring knowledge for "static…

Software Engineering · Computer Science 2020-10-23 Xueqi Yang , Zhe Yu , Junjie Wang , Tim Menzies

Automatically generated static code warnings suffer from a large number of false alarms. Hence, developers only take action on a small percent of those warnings. To better predict which static code warnings should not be ignored, we suggest…

Software Engineering · Computer Science 2022-12-26 Rahul Yedida , Hong Jin Kang , Huy Tu , Xueqi Yang , David Lo , Tim Menzies

Static code warning tools often generate warnings that programmers ignore. Such tools can be made more useful via data mining algorithms that select the "actionable" warnings; i.e. the warnings that are usually not ignored. In this paper,…

Software Engineering · Computer Science 2021-01-12 Xueqi Yang , Jianfeng Chen , Rahul Yedida , Zhe Yu , Tim Menzies

Static bug detection tools help developers detect code problems. However, it is known that they remain underutilized due to various reasons. Recent advances to incorporate static bug detectors in modern software development workflows can…

Software Engineering · Computer Science 2021-03-26 Junjie Li

Static Code Analyzers (SCAs) have played a critical role in software quality assurance. However, SCAs with various static analysis techniques suffer from different levels of false positives and false negatives, thereby yielding the varying…

Software Engineering · Computer Science 2024-12-25 Xiuting Ge , Chunrong Fang , Xuanye Li , Ye Shang , Mengyao Zhang , Ya Pan

Static analysis is widely used for software assurance. However, static analysis tools can report an overwhelming number of warnings, many of which are false positives. Applying static analysis to a new version, a large number of warnings…

Software Engineering · Computer Science 2023-05-05 Xiuyuan Guo , Ashwin Kallingal Joshy , Benjamin Steenhoek , Wei Le , Lori Flynn

Context: Static code analysis (SCA) tools play a vital role in software development, reducing the cost and time required for code reviews. However, high false-positive and false-negative rates are reported for the best tools in the…

Software Engineering · Computer Science 2026-03-03 Lakmal Deshapriya , Sherlock A. Licorish , Brendon J. Woodford

Static analysis tools are commonly used to detect defects before the code is released. Previous research has focused on their overall effectiveness and their ability to detect defects. However, little is known about the usage patterns of…

Software Engineering · Computer Science 2023-11-14 Georgios Liargkovas , Evangelia Panourgia , Diomidis Spinellis

Static Analysis (SA) tools are used to identify potential weaknesses in code and fix them in advance, while the code is being developed. In legacy codebases with high complexity, these rules-based static analysis tools generally report a…

Background. Developers use Automated Static Analysis Tools (ASATs) to control for potential quality issues in source code, including defects and technical debt. Tool vendors have devised quite a number of tools, which makes it harder for…

Software Engineering · Computer Science 2021-01-25 Valentina Lenarduzzi , Savanna Lujan , Nyyti Saarimaki , Fabio Palomba

Static bug detection tools help developers detect problems in the code, including bad programming practices and potential defects. Recent efforts to integrate static bug detectors in modern software development workflows, such as in code…

Software Engineering · Computer Science 2024-01-24 Junjie Li , Jinqiu Yang

Early identification of security issues in software development is vital to minimize their unanticipated impacts. Code review is a widely used manual analysis method that aims to uncover security issues along with other coding issues in…

Software Engineering · Computer Science 2024-07-18 Wachiraphan Charoenwet , Patanamon Thongtanunam , Van-Thuan Pham , Christoph Treude

Developers today use significant amounts of open source code, surfacing the need for ways to automatically audit and upgrade library dependencies, and giving rise to the subfield of Software Composition Analysis (SCA). SCA products are…

Software Engineering · Computer Science 2019-10-01 Darius Foo , Jason Yeo , Hao Xiao , Asankhaya Sharma

(Note: This work is a preprint.) Static analysis (SA) tools produce many diagnostic alerts indicating that source code in C or C++ may be defective and potentially vulnerable to security exploits. Many of these alerts are false positives.…

Software Engineering · Computer Science 2025-08-06 David Svoboda , Lori Flynn , William Klieber , Michael Duggan , Nicholas Reimer , Joseph Sible

Static analysis tools have gained popularity among developers for finding potential bugs, but their widespread adoption is hindered by the accomnpanying high false alarm rates (up to 90%). To address this challenge, previous studies…

Software Engineering · Computer Science 2023-09-19 Zhipeng Xue , Zhipeng Gao , Xing Hu , Shanping Li

The use of static analysis tools has gained increasing popularity among developers in the last few years. However, the widespread adoption of static analysis tools is hindered by their high false alarm rates. Previous studies have…

Software Engineering · Computer Science 2025-11-18 Zhipeng Xue , Zhipeng Gao , Tongtong Xu , Xing Hu , Xin Xia , Shanping Li

It is quite common for security testing to be delayed until after the software has been developed, but vulnerabilities may get noticed throughout the implementation phase and the earlier they are discovered, the easier and cheaper it will…

Software Engineering · Computer Science 2018-05-25 Rahma Mahmood , Qusay H. Mahmoud

Flaw-finding static analysis tools typically generate large volumes of code flaw alerts including many false positives. To save on human effort to triage these alerts, a significant body of work attempts to use machine learning to classify…

Software Engineering · Computer Science 2021-05-11 Lori Flynn , William Snavely , Zachary Kurtz

Static analysis tools are widely used to detect bugs, vulnerabilities, and code smells. Traditionally, developers must resolve these warnings manually. Because this process is tedious, developers sometimes ignore warnings, leading to an…

Software Engineering · Computer Science 2026-04-14 Pascal Joos , Islem Bouzenia , Michael Pradel
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