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相关论文: Early Life Cycle Software Defect Prediction. Why? …

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Software defect prediction plays a crucial role in estimating the most defect-prone components of software, and a large number of studies have pursued improving prediction accuracy within a project or across projects. However, the rules for…

软件工程 · 计算机科学 2020-04-28 Peng He , Bing Li , Xiao Liu , Jun Chen , Yutao Ma

Lehman's Laws teach us that a software system will become progressively less satisfying to its users over time, unless it is continually adapted to meet new needs. Understanding software maintenance can potentially relieve many of the pains…

软件工程 · 计算机科学 2019-03-13 Stanislav Levin , Amiram Yehudai

Just-In-Time (JIT) defect prediction aims to automatically predict whether a commit is defective or not, and has been widely studied in recent years. In general, most studies can be classified into two categories: 1) simple models using…

软件工程 · 计算机科学 2024-03-19 Xin Zhou , DongGyun Han , David Lo

Background. Defect prediction has been a highly active topic among researchers in the Empirical Software Engineering field. Previous literature has successfully achieved the most accurate prediction of an incoming fault and identified the…

软件工程 · 计算机科学 2026-01-06 Mikel Robredo , Matteo Esposito , Fabio Palomba , Rafael Peñaloza , Valentina Lenarduzzi

Failure studies are important in revealing the root causes, behaviors, and life cycle of defects in software systems. These studies either focus on understanding the characteristics of defects in specific classes of systems or the…

软件工程 · 计算机科学 2022-09-23 Paschal C. Amusuo , Aishwarya Sharma , Siddharth R. Rao , Abbey Vincent , James C. Davis

Many software developers rely on open source software for developing their applications and writing their source codes. Measuring an independent project's overall productivity is still an open problem for many technology companies. In this…

软件工程 · 计算机科学 2022-03-30 Sairamvinay Vijayaraghavan , Jinxiao Song , Terry Guan , Seongwoo Choi , Sutej Kulkarni

Software development tasks must be performed successfully to achieve software quality and customer satisfaction. Knowing whether software tasks are likely to fail is essential to ensure the success of software projects. Issue Tracking…

软件工程 · 计算机科学 2020-06-03 Sandra L. Ramírez-Mora , Hanna Oktaba , Helena Gómez-Adorno

Quantum computing is rapidly advancing, but quantum software development faces significant challenges, including a steep learning curve, high hardware error rates, and a lack of mature engineering practices. This study conducts a…

软件工程 · 计算机科学 2025-10-02 Krishna Upadhyay , Vinaik Chhetri , A. B. Siddique , Umar Farooq

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

Defect prevention is the most vital but habitually neglected facet of software quality assurance in any project. If functional at all stages of software development, it can condense the time, overheads and wherewithal entailed to engineer a…

软件工程 · 计算机科学 2016-09-08 V. Suma , T. R. Gopalakrishnan Nair

Software engineering is a highly dynamic discipline. Hence, as times change, so too might our beliefs about core processes in this field. This paper checks some five beliefs that originated in the past decades that comment on the…

软件工程 · 计算机科学 2021-05-26 N. C. Shrikanth , William Nichols , Fahmid Morshed Fahid , Tim Menzies

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

As the primary cause of software defects, human error is the key to understanding, and perhaps to predicting and avoiding them. Little research has been done to predict defects on the basis of the cognitive errors that cause them. This…

软件工程 · 计算机科学 2023-01-18 Fuqun Huang , Lorenzo Strigini

Understanding how software defects manifest and evolve in production environments is critical for improving reliability. While previous research has largely focused on pre-release defects, the nature of residual faults, i.e., those escaping…

软件工程 · 计算机科学 2026-04-30 Domenico Cotroneo , Giuseppe De Rosa , Cristina Improta , Benedetta Gaia Varriale

Human error research on overconfidence supports the benefits of early visibility of defects and disciplined development. If risk to the enterprise is to be reduced, individuals need to become aware of the reality of the quality of their…

人机交互 · 计算机科学 2008-03-25 Patrick O'Beirne

Defect prediction has been a popular research topic where machine learning (ML) and deep learning (DL) have found numerous applications. However, these ML/DL-based defect prediction models are often limited by the quality and size of their…

软件工程 · 计算机科学 2023-07-26 Parvez Mahbub , Ohiduzzaman Shuvo , Mohammad Masudur Rahman

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

Software defect prediction using code metrics has been extensively researched over the past five decades. However, prediction harnessing non-software metrics is under-researched. Considering that the root cause of software defects is often…

软件工程 · 计算机科学 2025-08-07 Carlos Andrés Ramírez Cataño , Makoto Itoh

Context: Software performance is a critical non-functional requirement, appearing in many fields such as mission critical applications, financial, and real time systems. In this work we focused on early detection of performance bugs; our…

软件工程 · 计算机科学 2017-02-28 Sokratis Tsakiltsidis , Andriy Miranskyy , Elie Mazzawi

Predictive models for software projects' characteristics have been traditionally based on project-level metrics, employing only little developer-level information, or none at all. In this work we suggest novel metrics that capture temporal…

软件工程 · 计算机科学 2016-12-01 Stanislav Levin , Amiram Yehudai