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Born in the late 20s, R is one of the most popular software for statistical computing and graphics. With the development of information technology and the advent of the big data era, great changes have taken place in the R ecosystem. Based…

其他统计学 · 统计学 2026-05-19 Tian-Yuan Huang , Zhilan Lou

This paper presents a student-led activity designed to explore the use of statistical software in academic research across economics, political science, and statistics. Students reviewed replication files from major journals and…

其他统计学 · 统计学 2025-04-10 Elizabeth Upton , Xizhen Cai , Pamela Jakiela , Owen Ozier , Shyam Raman

Invisible labor is work that is either not fully visible or not appropriately compensated. In open source software (OSS) ecosystems, essential tasks that do not involve code (like content moderation) often become invisible to the detriment…

软件工程 · 计算机科学 2025-01-13 John Meluso , Amanda Casari , Katie McLaughlin , Milo Z. Trujillo

Academic publications have been evaluated in terms of their impact on research communities based on many metrics, such as the number of citations. On the other hand, the impact of academic publications on industry has been rarely studied.…

Research software is crucial in the research process and the growth of Open Science underscores the importance of accessing research artifacts, like data and code, raising traceability challenges among outputs. While it is a clear principle…

软件工程 · 计算机科学 2025-07-31 Domhnall Carlin , Austen Rainer

In this research, we present a comprehensive, longitudinal empirical summary of the R package ecosystem, including not just CRAN, but also Bioconductor and GitHub. We analyze more than 25,000 packages, 150,000 releases, and 15 million files…

数学软件 · 计算机科学 2021-02-22 Ethan Bommarito , Michael J Bommarito

Millions of developers share their code on open-source platforms like GitHub, which offer social coding opportunities such as distributed collaboration and popularity-based ranking. Software engineering researchers have joined in as well,…

软件工程 · 计算机科学 2024-04-08 Kamel Alrashedy , Ahmed Binjahlan

Academic data sharing is a way for researchers to collaborate and thereby meet the needs of an increasingly complex research landscape. It enables researchers to verify results and to pursuit new research questions with "old" data. It is…

数字图书馆 · 计算机科学 2015-03-03 Benedikt Fecher , Sascha Friesike , Marcel Hebing , Stephanie Linek , Armin Sauermann

This technical report accompanies a research article that empirically studies the problems related to inter-repository package dependencies in the R ecosystem of statistical computing, with a focus on R packages hosted on CRAN and GitHub.…

软件工程 · 计算机科学 2016-06-20 Tom Mens

From artificial intelligence to network security to hardware design, it is well-known that computing research drives many important technological and societal advancements. However, less is known about the long-term career paths of the…

社会与信息网络 · 计算机科学 2018-05-28 Tara Safavi , Maryam Davoodi , Danai Koutra

Research has become increasingly reliant on software, serving as the driving force behind bioinformatics, high performance computing, physics, machine learning and artificial intelligence, to name a few. While substantial progress has been…

软件工程 · 计算机科学 2024-05-30 Vanessa Sochat

Data sharing by researchers is a centerpiece of Open Science principles and scientific progress. For a sample of 6019 researchers, we analyze the extent/frequency of their data sharing. Specifically, the relationship with the following four…

数字图书馆 · 计算机科学 2021-01-15 Pablo Dorta-González , Sara M. González-Betancor , María Isabel Dorta-González

Software development has become essential to scientific research, but its relationship to traditional metrics of scholarly credit remains poorly understood. We develop a dataset of approximately 140,000 paired research articles and code…

软件工程 · 计算机科学 2026-01-08 Eva Maxfield Brown , Isaac Slaughter , Nicholas Weber

Research Software Engineering is the application of professional software skills to research problems. Those who do this are called Research Software Engineers or RSEs for short. RSEs work closely with researchers in a collaborative fashion…

计算机与社会 · 计算机科学 2021-03-02 Shoaib Sufi

Context: Technical Debt is a metaphor used to describe code that is "not quite right." Although TD studies have gained momentum, TD has yet to be studied as thoroughly in non-Object-Oriented (OO) or scientific software such as R. R is a…

软件工程 · 计算机科学 2021-03-18 Zadia Codabux , Melina Vidoni , Fatemeh H. Fard

Software is increasingly produced in the form of ecosystems, collections of interdependent components maintained by a distributed community. These ecosystems act as network organizations, not markets, and thus often lack actionable…

软件工程 · 计算机科学 2020-12-14 Christopher Bogart , James Howison , James Herbsleb

Scientific software-defined as computer programs, scripts, or code used in scientific research, data analysis, modeling, or simulation-has become central to modern research. However, there is limited research on the readability and…

软件工程 · 计算机科学 2025-01-20 Alyssia Chen , Carol Wong , Bonita Sharif , Anthony Peruma

In 2015, the CCC co-sponsored an industry round table that produced the document "The Future of Computing Research: Industry-Academic Collaborations". Since then, several important trends in computing research have emerged, and this…

计算机与社会 · 计算机科学 2019-10-10 Greg Morrisett , Shwetak Patel , Jennifer Rexford , Benjamin Zorn

R is a language and environment for statistical computing and graphics, which provides a wide variety of statistical tools (modeling, statistical testing, time series analysis, classification problems, machine learning, ...), together with…

其他统计学 · 统计学 2023-06-22 M. Isabel Parra , Eva L. Sanjuán , M. Carmen Robustillo , Mario M. Pizarro

There are pronounced differences in the extent to which industrial and academic AI labs use computing resources. We provide a data-driven survey of the role of the compute divide in shaping machine learning research. We show that a compute…

计算机与社会 · 计算机科学 2024-01-09 Tamay Besiroglu , Sage Andrus Bergerson , Amelia Michael , Lennart Heim , Xueyun Luo , Neil Thompson
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