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Technical Debt (TD) identification in software projects issues is crucial for maintaining code quality, reducing long-term maintenance costs, and improving overall project health. This study advances TD classification using…

软件工程 · 计算机科学 2024-08-20 Karthik Shivashankar , Mili Orucevic , Maren Maritsdatter Kruke , Antonio Martini

In software engineering, technical debt, signifying the compromise between short-term expediency and long-term maintainability, is being addressed by researchers through various machine learning approaches. This study seeks to provide a…

软件工程 · 计算机科学 2025-11-24 Eric L. Melin , Nasir U. Eisty

The technical state of software, i.e., its technical debt (TD) and maintainability are of increasing interest as ever more software is developed and deployed. Since td and maintainability are neither uniformly defined, not easy to…

软件工程 · 计算机科学 2022-03-01 Rolf-Helge Pfeiffer , Mircea Lungu

Technical debt refers to the consequences of sub-optimal decisions made during software development that prioritize short-term benefits over long-term maintainability. Self-Admitted Technical Debt (SATD) is a specific form of technical…

软件工程 · 计算机科学 2026-04-28 Yikun Li , Mohamed Soliman , Paris Avgeriou , Jie Tan , Jiakun Liu

Technical debt refers to taking shortcuts to achieve short-term goals, which might negatively influence software maintenance in the long-term. There is increasing attention on technical debt that is admitted by developers in source code…

软件工程 · 计算机科学 2022-02-07 Yikun Li , Mohamed Soliman , Paris Avgeriou

Context: Technical Debt needs to be managed to avoid disastrous consequences, and investigating developers' habits concerning technical debt management is invaluable information in software development. Objective: This study aims to…

软件工程 · 计算机科学 2020-09-10 Zadia Codabux , Christopher Dutchyn

In software development, technical debt (TD) refers to suboptimal implementation choices made by the developers to meet urgent deadlines and limited resources, posing challenges for future maintenance. Self-Admitted Technical Debt (SATD) is…

软件工程 · 计算机科学 2025-06-03 Phuoc Pham , Murali Sridharan , Matteo Esposito , Valentina Lenarduzzi

Technical debt is a well-known challenge in software development, and its negative impact on software quality, maintainability, and performance is widely recognized. In recent years, artificial intelligence (AI) has proven to be a promising…

软件工程 · 计算机科学 2023-06-21 Srinivas Babu Pandi , Samia A. Binta , Savita Kaushal

Self-admitted technical debt refers to situations where a software developer knows that their current implementation is not optimal and indicates this using a source code comment. In this work, we hypothesize that it is possible to develop…

软件工程 · 计算机科学 2019-10-22 Rungroj Maipradit , Christoph Treude , Hideaki Hata , Kenichi Matsumoto

The emergence of open-source ML libraries such as TensorFlow and Google Auto ML has enabled developers to harness state-of-the-art ML algorithms with minimal overhead. However, during this accelerated ML development process, said developers…

软件工程 · 计算机科学 2025-12-01 Aaditya Bhatia , Foutse Khomh , Bram Adams , Ahmed E Hassan

The technical debt (TD) metaphor describes actions made during various stages of software development that lead to a more costly future regarding system maintenance and evolution. According to recent studies, on average 25% of development…

Background: With the rising popularity of Artificial Intelligence (AI), there is a growing need to build large and complex AI-based systems in a cost-effective and manageable way. Like with traditional software, Technical Debt (TD) will…

软件工程 · 计算机科学 2021-08-24 Justus Bogner , Roberto Verdecchia , Ilias Gerostathopoulos

To effectively manage Technical Debt (TD), we need reliable means to quantify it. We conducted a Systematic Mapping Study (SMS) where we identified TD quantification approaches that focus on different aspects of TD. Some approaches base the…

软件工程 · 计算机科学 2023-03-14 Judith Perera , Ewan Tempero , Yu-Cheng Tu , Kelly Blincoe

The impact of Technical Debt (TD) on software maintenance and evolution is of great concern, but recent evidence shows that a considerable amount of TD is fixed by the same developers who introduced it; this is termed self-fixed TD. This…

软件工程 · 计算机科学 2021-06-23 Jie Tan , Daniel Feitosa , Paris Avgeriou

Technical debt refers to taking shortcuts to achieve short-term goals while sacrificing the long-term maintainability and evolvability of software systems. A large part of technical debt is explicitly reported by the developers themselves;…

软件工程 · 计算机科学 2023-04-24 Yikun Li , Mohamed Soliman , Paris Avgeriou

Technical debt (TD) is a metaphor for code-related problems that arise as a result of prioritizing speedy delivery over perfect code. Given that the reduction of TDs can have long-term positive impact in the software engineering life-cycle…

软件工程 · 计算机科学 2022-01-13 Junaed Younus Khan , Gias Uddin

Context: Technical debt (TD) refers to the additional costs incurred due to compromises in software quality, providing short-term advantages during development but potentially compromising long-term quality. Accurate TD forecasting and…

软件工程 · 计算机科学 2024-06-19 Adekunle Ajibode , Yvon Apedo , Temitope Ajibode

The rapid adoption of Deep Learning (DL)-enabled systems has revolutionized software development, driving innovation across various domains. However, these systems also introduce unique challenges, particularly in maintaining software…

软件工程 · 计算机科学 2025-10-07 Gilberto Recupito , Vincenzo De Martino , Dario Di Nucci , Fabio Palomba

Self-Admitted Technical Debt (SATD) refers to circumstances where developers use textual artifacts to explain why the existing implementation is not optimal. Past research in detecting SATD has focused on either identifying SATD…

软件工程 · 计算机科学 2025-04-30 Edi Sutoyo , Paris Avgeriou , Andrea Capiluppi

Technical Debt is a common issue that arises when short-term gains are prioritized over long-term costs, leading to a degradation in the quality of the code. Self-Admitted Technical Debt (SATD) is a specific type of Technical Debt that…

软件工程 · 计算机科学 2024-04-03 Shima Esfandiari , Ashkan Sami