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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…

Software Engineering · Computer Science 2019-10-22 Rungroj Maipradit , Christoph Treude , Hideaki Hata , Kenichi Matsumoto

Background: Technical debt (TD) has been widely discussed in software engineering research, and there is an emerging literature linking it to developer characteristics. However, developer personality has not yet been studied in this…

Software Engineering · Computer Science 2024-06-28 Lorenz Graf-Vlachy , Stefan Wagner

Technical debt (TD) refers to suboptimal choices during software development that achieve short-term goals at the expense of long-term quality. Although developers often informally discuss TD, the concept has not yet crystalized into a…

Software Engineering · Computer Science 2022-01-31 Ipek Ozkaya , Zachary Kurtz , Robert L. Nord , Raghvinder S. Sangwan , Satish M. Srinivasan

This study explores the dynamic landscape of Technical Debt (TD) topics in software engineering by examining its evolution across time, programming languages, and repositories. Despite the extensive research on identifying and quantifying…

Software Engineering · Computer Science 2025-04-17 Karthik Shivashankar , Antonio Martini

Microservice architectures provide an intuitive promise of high maintainability and evolvability due to loose coupling. However, these quality attributes are notably vulnerable to technical debt (TD). Few studies address TD in microservice…

Software Engineering · Computer Science 2025-06-23 Klara Borowa , Andrzej Ratkowski , Roberto Verdecchia

Context: Successfully addressing stakeholder concerns that are related to software system development and operation is crucial to achieving development goals. The importance of using a systematic approach to addressing these concerns…

Software Engineering · Computer Science 2023-02-14 Sandun Dasanayake , Jouni Markkula , Markku Oivo

Predictive maintenance (PdM) is a concept, which is implemented to effectively manage maintenance plans of the assets by predicting their failures with data driven techniques. In these scenarios, data is collected over a certain period of…

Machine Learning · Computer Science 2022-05-20 Archit P. Kane , Ashutosh S. Kore , Advait N. Khandale , Sarish S. Nigade , Pranjali P. Joshi

Motivated by the cost savings that can be obtained by sharing resources in a network context, we consider a stylized, yet representative model, for the coordination of maintenance and service logistics for a geographic network of assets.…

Optimization and Control · Mathematics 2019-08-19 C. Drent , S. Kapodistria , J. A. C. Resing

Systems and machines undergo various failure modes that result in machine health degradation, so maintenance actions are required to restore them back to a state where they can perform their expected functions. Since maintenance tasks are…

Machine Learning · Computer Science 2023-07-11 Oluwaseyi Ogunfowora , Homayoun Najjaran

Data-intensive systems handle variable, high volume, and high-velocity data generated by human and digital devices. Like traditional software, data-intensive systems are prone to technical debts introduced to cope-up with the pressure of…

Software Engineering · Computer Science 2022-08-19 Biruk Asmare Muse , Kawser Wazed Nafi , Foutse Khomh , Giuliano Antoniol

Technical debt (TD) describes the additional costs that emerge when developers have opted for a quick and easy solution to a problem, rather than a more effective and well-designed, but time-consuming approach. Self-Admitted Technical Debts…

Software Engineering · Computer Science 2025-08-12 Nam Le Hai , Anh M. T. Bui , Phuong T. Nguyen , Davide Di Ruscio , Rick Kazman

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…

Software Engineering · Computer Science 2019-03-13 Stanislav Levin , Amiram Yehudai

Existing software tools enable characterizing and measuring the amount of technical debt at selective granularity levels. In this paper we aim to study the evolution and characteristics of technical debt in open-source software. We carry…

Software Engineering · Computer Science 2020-07-28 Arthur-Jozsef Molnar , Simona Motogna

The landscape of maintenance in distributed systems is rapidly evolving with the integration of Artificial Intelligence (AI). Also, as the complexity of computing continuum systems intensifies, the role of AI in predictive maintenance…

Artificial Intelligence · Computer Science 2024-04-23 Michael Bidollahkhani , Julian M. Kunkel

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…

Software Engineering · Computer Science 2024-04-03 Shima Esfandiari , Ashkan Sami

Production systems deteriorate stochastically due to usage and may eventually break down, resulting in high maintenance costs at scheduled maintenance moments. This deterioration behavior is affected by the system's production rate. While…

Optimization and Control · Mathematics 2023-12-07 Collin Drent , Melvin Drent , Joachim Arts

Software development organisations aim to stay effective and efficient amid growing system complexity. To address this, they often form small teams focused on separate components that can be independently developed, tested, and deployed.…

Software Engineering · Computer Science 2024-06-28 Ehsan Zabardast , Javier Gonzalez-Huerta , Francis Palma , Panagiota Chatzipetrou

Context. Technical Debt (TD), defined as software constructs that are beneficial in the short term but may hinder future change, is a frequently used term in software development practice. Nevertheless, practitioners do not always fully…

Software Engineering · Computer Science 2025-02-05 Marion Wiese , Angelina Heinrichs , Nino Rusieshvili , Rodrigo Rebouças de Almeida , Klara Borowa

This paper presents a case study analyzing Hibernate ecosystem software projects to investigate and demonstrate Code Debt behavior in relation to severity and rework time. The case study carried out revealed that the Code Debt with severity…

Software Engineering · Computer Science 2020-02-13 Bruno Santos de Lima , Rogério Eduardo Garcia

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…

Software Engineering · Computer Science 2025-12-01 Aaditya Bhatia , Foutse Khomh , Bram Adams , Ahmed E Hassan
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