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With software system complexity leading to the rise of software defects, research efforts have been done on techniques towards predicting software defects and Just-in-time (JIT) defect prediction which predicts whether a code change is…

软件工程 · 计算机科学 2021-10-05 Giuseppe Ng , Charibeth Cheng

Defects, or bugs, often form during software development. Identifying the root cause of defects is essential to improve code quality, evaluate testing methods, and support defect prediction. Examples of defect-inducing changes can be found…

软件工程 · 计算机科学 2023-09-08 Kalvin Eng , Abram Hindle , Alexander Senchenko

The increasing complexity of today's software requires the contribution of thousands of developers. This complex collaboration structure makes developers more likely to introduce defect-prone changes that lead to software faults.…

软件工程 · 计算机科学 2023-04-17 Jonathan Bryan , Pablo Moriano

Defect prediction is one of the most popular research topics due to its potential to minimize software quality assurance efforts. Existing approaches have examined defect prediction from various perspectives such as complexity and developer…

软件工程 · 计算机科学 2024-09-02 Rafed Muhammad Yasir , Ahmedul Kabir

Traditional defect prediction approaches often use metrics that measure the complexity of the design or implementing code of a software system, such as the number of lines of code in a source file. In this paper, we explore a different…

软件工程 · 计算机科学 2024-09-30 Hung Viet Pham , Tung Thanh Nguyen

In games, and more generally in the field of software development, early detection of bugs is vital to maintain a high quality of the final product. Automated tests are a powerful tool that can catch a problem earlier in development by…

机器学习 · 计算机科学 2024-06-12 Leonardo Marini , Linus Gisslén , Alessandro Sestini

Security vulnerabilities present in a code that has been written in diverse programming languages are among the most critical yet complicated aspects of source code to detect. Static analysis tools based on rule-based patterns usually do…

密码学与安全 · 计算机科学 2025-08-19 Hael Abdulhakim Ali Humran , Ferdi Sonmez

Several software defect prediction techniques have been developed over the past decades. These techniques predict defects at the granularity of typical software assets, such as components and files. In this paper, we investigate…

软件工程 · 计算机科学 2021-04-14 Mukelabai Mukelabai , Stefan Strüder , Daniel Strüber , Thorsten Berger

Software defect prediction models are classifiers that are constructed from historical software data. Such software defect prediction models have been proposed to help developers optimize the limited Software Quality Assurance (SQA)…

软件工程 · 计算机科学 2021-02-25 Jirayus Jiarpakdee , Chakkrit Tantithamthavorn , John Grundy

We examine "vibe coding": an emerging programming paradigm where developers primarily write code by interacting with code-generating large language models rather than writing code directly. We present the first empirical study of vibe…

人机交互 · 计算机科学 2025-10-06 Advait Sarkar , Ian Drosos

In recent years, defect prediction has received a great deal of attention in the empirical software engineering world. Predicting software defects before the maintenance phase is very important not only to decrease the maintenance costs but…

软件工程 · 计算机科学 2018-08-31 Ahmet Okutan

Just-in-time defect prediction assigns a defect risk to each new change to a software repository in order to prioritize review and testing efforts. Over the last decades different approaches were proposed in literature to craft more…

软件工程 · 计算机科学 2022-09-29 Peter Bludau , Alexander Pretschner

Concurrent programs are difficult to test due to their inherent non-determinism. To address this problem, testing often requires the exploration of thread schedules of a program; this can be time-consuming when applied to real-world…

软件工程 · 计算机科学 2018-04-11 Tingting Yu , Wei Wen , Xue Han , Jane Hayes

Vibe Coding (VC) is a form of software development assisted by generative AI, in which developers describe the intended functionality or logic via natural language prompts, and the AI system generates the corresponding source code. VC can…

In current research, there are contrasting results about the applicability of software source code metrics as features for defect prediction models. The goal of the paper is to evaluate the adoption of software metrics in models for…

软件工程 · 计算机科学 2023-01-20 Dominik Arne Rebro , Bruno Rossi , Stanislav Chren

The most common use of data visualization is to minimize the complexity for proper understanding. A graph is one of the most commonly used representations for understanding relational data. It produces a simplified representation of data…

软件工程 · 计算机科学 2022-01-26 Md Nadim , Debajyoti Mondal , Chanchal K. Roy

As modern video games become increasingly complex, traditional manual testing methods are proving costly and inefficient, limiting the ability to ensure high-quality game experiences. While advancements in Artificial Intelligence (AI) offer…

人机交互 · 计算机科学 2026-04-07 Boran Zhang , Muhan Xu , Zhijun Pan

With the rapid development of large language models in code generation, AI-powered editors such as GitHub Copilot and Cursor are revolutionizing software development practices. At the same time, studies have identified potential defects in…

软件工程 · 计算机科学 2026-02-19 Yuan Huang , Yukang Zhou , Xiangping Chen , Zibin Zheng

Dynamic code, i.e., code that is created or modified at runtime, is ubiquitous in today's world. The behavior of dynamic code can depend on the logic of the dynamic code generator in subtle and non-obvious ways, with significant security…

密码学与安全 · 计算机科学 2019-10-31 Jesse Bartels , Jon Stephens , Saumya Debray

Detecting Bug Inducing Commit (BIC) or Just in Time (JIT) defect prediction using Machine Learning (ML) based models requires tabulated feature values extracted from the source code or historical maintenance data of a software system.…

软件工程 · 计算机科学 2025-03-04 Md Nadim , Banani Roy
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