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相关论文: Understanding Open Source Contributor Profiles in …

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Nowadays, intelligent systems and services are getting increasingly popular as they provide data-driven solutions to diverse real-world problems, thanks to recent breakthroughs in Artificial Intelligence (AI) and Machine Learning (ML).…

软件工程 · 计算机科学 2022-01-03 Md Saidur Rahman , Foutse Khomh , Alaleh Hamidi , Jinghui Cheng , Giuliano Antoniol , Hironori Washizaki

Open Source Software (OSS) development challenges traditional software engineering practices. In particular, OSS projects are managed by a large number of volunteers, working freely on the tasks they choose to undertake. OSS projects also…

Software sustainability is a key multifaceted non-functional requirement that encompasses environmental, social, and economic concerns, yet its integration into the development of Machine Learning (ML)-enabled systems remains an open…

As open source software (OSS) becomes increasingly mature and popular, there are significant challenges with properly accounting for usability concerns for the diverse end users. Participatory design, where multiple stakeholders collaborate…

人机交互 · 计算机科学 2021-02-26 Jazlyn Hellman , Jinghui Cheng , Jin L. C. Guo

The advancements in machine learning techniques have encouraged researchers to apply these techniques to a myriad of software engineering tasks that use source code analysis, such as testing and vulnerability detection. Such a large number…

软件工程 · 计算机科学 2022-09-14 Tushar Sharma , Maria Kechagia , Stefanos Georgiou , Rohit Tiwari , Indira Vats , Hadi Moazen , Federica Sarro

After a machine learning (ML)-based system is deployed, monitoring its performance is important to ensure the safety and effectiveness of the algorithm over time. When an ML algorithm interacts with its environment, the algorithm can affect…

Open Source Software (OSS) projects are typically the result of collective efforts performed by developers with different backgrounds. Although the quality of developers' contributions should be the only factor influencing the evaluation of…

软件工程 · 计算机科学 2021-04-14 Reza Nadri , Gema Rodríguez-Pérez , Meiyappan Nagappan

[Context] Technical debt (TD) in machine learning (ML) systems, much like its counterpart in software engineering (SE), holds the potential to lead to future rework, posing risks to productivity, quality, and team morale. Despite growing…

In machine learning (ML), efficient asset management, including ML models, datasets, algorithms, and tools, is vital for resource optimization, consistent performance, and a streamlined development lifecycle. This enables quicker…

软件工程 · 计算机科学 2024-06-19 Zhimin Zhao , Yihao Chen , Abdul Ali Bangash , Bram Adams , Ahmed E. Hassan

The sense of belonging to a community is a basic human need that impacts an individuals behavior, long-term engagement, and job satisfaction, as revealed by research in disciplines such as psychology, healthcare, and education. Despite much…

Nowadays, many software projects are partially or completely open-source based. There is an increasing need for companies to participate in open-source software (OSS) projects, e.g., in order to benefit from open source ecosystems. OSS…

软件工程 · 计算机科学 2013-11-07 Fabian Fagerholm , Patrik Johnson , Alejandro Sánchez Guinea , Jay Borenstein , Jürgen Münch

The sustainability of open source software (OSS) projects hinges on contributor retention. Interpersonal challenges can inhibit a feeling of welcomeness among contributors, particularly from underrepresented groups, which impacts their…

软件工程 · 计算机科学 2024-11-05 Bianca Trinkenreich , Zixuan Feng , Rudrajit Choudhuri , Marco Gerosa , Anita Sarma , Igor Steinmacher

Success in Open Source Software (OSS) is often perceived as an exclusively code-centric endeavor. This perception can exclude a variety of individuals with a diverse set of skills and backgrounds, in turn helping create the current…

软件工程 · 计算机科学 2024-03-06 Bianca Trinkenreich , Mariam Guizani , Igor Wiese , Tayana Conte , Marco Gerosa , Anita Sarma , Igor Steinmacher

The ability of an Open Source Software (OSS) project to attract, onboard, and retain any newcomer is vital to its livelihood. Although, evidence suggests an upsurge in novice developers joining social coding platforms (such as GitHub), the…

软件工程 · 计算机科学 2022-04-07 IFraz Rehman , Dong Wang , Raula Gaikovina Kula , Takashi Ishio , Kenichi Matsumoto

Background: Open source software (OSS) libraries are critical components of modern software systems, yet their metadata-particularly links to source code repositories and donation platforms-is often incomplete, outdated, or inconsistent.…

软件工程 · 计算机科学 2026-05-04 Alexandros Tsakpinis , Nicolas Raube , Alexander Pretschner

Given the inherent non-deterministic nature of machine learning (ML) systems, their behavior in production environments can lead to unforeseen and potentially dangerous outcomes. For a timely detection of unwanted behavior and to prevent…

软件工程 · 计算机科学 2025-10-01 Hira Naveed , John Grundy , Chetan Arora , Hourieh Khalajzadeh , Omar Haggag

Despite the widespread adoption of open source software (OSS), its sustainability remains a critical concern, particularly in light of security vulnerabilities and the often inadequate end-of-service (EoS) processes for OSS projects as they…

软件工程 · 计算机科学 2024-09-18 Tapajit Dey , Brian Fitzgerald , Sherae Daniel

End users positive response is essential for the success of any software. This is true for both commercial and Open Source Software (OSS). OSS is popular not only because of its availability, which is usually free but due to the user…

软件工程 · 计算机科学 2020-05-21 Arif Razza , Luiz Fernando Capretz , Shuib Basri

Organizations rely on machine learning engineers (MLEs) to deploy models and maintain ML pipelines in production. Due to models' extensive reliance on fresh data, the operationalization of machine learning, or MLOps, requires MLEs to have…

人机交互 · 计算机科学 2024-03-26 Shreya Shankar , Rolando Garcia , Joseph M Hellerstein , Aditya G Parameswaran

As Large Language Models (LLMs) increasingly integrate into everyday workflows, where users shape outcomes through multi-turn collaboration, a critical question emerges: do users with different personality traits systematically prefer…

计算与语言 · 计算机科学 2025-09-01 Sarfaroz Yunusov , Kaige Chen , Kazi Nishat Anwar , Ali Emami