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PyPOTS is an open-source Python library dedicated to data mining and analysis on multivariate partially-observed time series with missing values. Particularly, it provides easy access to diverse algorithms categorized into five tasks:…

Machine Learning · Computer Science 2025-07-10 Wenjie Du , Yiyuan Yang , Linglong Qian , Jun Wang , Qingsong Wen

Background. Technical debt (TD) has long been one of the key factors influencing the maintainability of software products. It represents technical compromises that sacrifice long-term software quality for potential short-term benefits.…

Software Engineering · Computer Science 2024-07-31 Xiaozhou Li , Matteo Esposito , Andrea Janes , Valentina Lenarduzzi

We present Soda (Symbolic Objective Descriptive Analysis), a language that helps to treat qualities and quantities in a natural way and greatly simplifies the task of checking their correctness. We present key properties for the language…

Programming Languages · Computer Science 2024-11-21 Julian Alfredo Mendez

With the increasing reliance on software and automation nowadays, tight deadlines, limited resources, and prioritization of functionality over security can lead to insecure coding practices. When not handled properly, these constraints…

Software Engineering · Computer Science 2025-07-16 Chaima Boufaied , Taher Ghaleb , Zainab Masood

The rapid advancement of large language models (LLMs), represented by OpenAI's GPT series, has significantly impacted various domains such as natural language processing, software development, education, healthcare, finance, and scientific…

Software Engineering · Computer Science 2025-05-08 Xiang Chen , Jibin Wang , Chaoyang Gao , Xiaolin Ju , Zhanqi Cui

This paper presents a detailed comparative analysis of the performance of three major Python data manipulation libraries - Pandas, Polars, and Dask - specifically when embedded within complete deep learning (DL) training and inference…

Software Engineering · Computer Science 2026-05-12 Punit Kumar , Asif Imran , Tevfik Kosar

User forums of Open Source Software (OSS) enable end-users to collaboratively discuss problems concerning the OSS applications. Despite decades of research on OSS, we know very little about how end-users engage with OSS communities on these…

Software Engineering · Computer Science 2022-04-11 Jazlyn Hellman , Jiahao Chen , Md. Sami Uddin , Jinghui Cheng , Jin L. C. Guo

Tuning hyperparameters for machine learning algorithms is a tedious task, one that is typically done manually. To enable automated hyperparameter tuning, recent works have started to use techniques based on Bayesian optimization. However,…

Machine Learning · Computer Science 2020-05-26 Sandeep Singh Sandha , Mohit Aggarwal , Igor Fedorov , Mani Srivastava

Mocking is a common unit testing technique that is used to simplify tests, reduce flakiness, and improve coverage by replacing real dependencies with simplified implementations. Despite its widespread use in Open Source Software projects,…

Software Engineering · Computer Science 2025-07-01 Mumtahina Ahmed , Md Nahidul Islam Opu , Chanchal Roy , Sujana Islam Suhi , Shaiful Chowdhury

Analytics plays a crucial role in the data-informed decision-making processes of modern businesses. Unlike established software companies, software startups are not seen utilizing the potential of analytics even though a startup process…

Software Engineering · Computer Science 2022-04-12 Usman Rafiq

As the world of technology advances, so do the tools that software developers use to create new programs. In recent years, software development tools have become more popular, allowing developers to work more efficiently and produce…

Software Engineering · Computer Science 2025-09-03 Larissa Salerno , Christoph Treude , Patanamon Thongtatunam

The freud Python package is a powerful library for analyzing simulation data. Written with modern simulation and data analysis workflows in mind, freud provides a Python interface to fast, parallelized C++ routines that run efficiently on…

Software development plays a crucial role in driving innovation and efficiency across modern societies. To meet the demands of this dynamic field, there is a growing need for an effective software development assistant. However, existing…

Software Engineering · Computer Science 2023-08-28 Ensheng Shi , Fengji Zhang , Yanlin Wang , Bei Chen , Lun Du , Hongyu Zhang , Shi Han , Dongmei Zhang , Hongbin Sun

The choice of programming language is a very important decision as it not only affects the performance and maintainability of the software but also dictates the talent pool and community support available. To better understand the…

Software Engineering · Computer Science 2020-06-03 Samarth Tambad , Rohit Nandwani , Suzanne K. McIntosh

CONTEXT: There has been a rapid growth in the use of data analytics to underpin evidence-based software engineering. However the combination of complex techniques, diverse reporting standards and poorly understood underlying phenomena are…

Software Engineering · Computer Science 2019-04-16 Tim Menzies , Martin Shepperd

Selecting an appropriate task is challenging for contributors to Open Source Software (OSS), mainly for those who are contributing for the first time. Therefore, researchers and OSS projects have proposed various strategies to aid…

Software Engineering · Computer Science 2022-11-16 Fabio Santos

Different security issues are a common problem for open source packages archived to and delivered through software ecosystems. These often manifest themselves as software weaknesses that may lead to concrete software vulnerabilities. This…

Software Engineering · Computer Science 2021-12-28 Jukka Ruohonen , Kalle Hjerppe , Kalle Rindell

Background: The field of software testing is growing and rapidly-evolving. Aims: Based on keywords assigned to publications, we seek to identify predominant research topics and understand how they are connected and have evolved. Method: We…

Digital Libraries · Computer Science 2022-09-20 Alireza Salahirad , Gregory Gay , Ehsan Mohammadi

The challenges associated with using pre-trained models (PTMs) have not been specifically investigated, which hampers their effective utilization. To address this knowledge gap, we collected and analyzed a dataset of 5,896 PTM-related…

Software Engineering · Computer Science 2024-05-02 Xin Tan , Taichuan Li , Ruohe Chen , Fang Liu , Li Zhang

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…

Software Engineering · Computer Science 2020-06-03 Sandra L. Ramírez-Mora , Hanna Oktaba , Helena Gómez-Adorno