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Stanford Medicine is building a new data platform for our academic research community to do better clinical data science. Hospitals have a large amount of patient data and researchers have demonstrated the ability to reuse that data and AI…

Modern data science research can involve massive computational experimentation; an ambitious PhD in computational fields may do experiments consuming several million CPU hours. Traditional computing practices, in which researchers use…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-28 Hatef Monajemi , Riccardo Murri , Eric Jonas , Percy Liang , Victoria Stodden , David L. Donoho

Satellite network is the first step of interstellar voyages. It can provide global Internet connectivity everywhere on earth, where most areas cannot access the Internet by the terrestrial infrastructure due to the geographic accessibility…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-03 Shangguang Wang , Qing Li , Mengwei Xu , Xiao Ma , Ao Zhou , Qibo Sun

Journalists, public policy analysts, and economists have called attention to the growing importance that high-performance and scientific computing have to national security and industrial leadership. As computing continues to power…

Software Engineering · Computer Science 2022-11-14 Reed Milewicz , Jeffrey Carver , Samuel Grayson , Travis Atkison

This is a personal perspective on data sharing in the context of public data releases suitable for generic analysis. These open data can be a powerful tool for expanding the science of high energy physics, but care must be taken in when,…

High Energy Physics - Phenomenology · Physics 2022-08-18 Benjamin Nachman

A virtual observatory will not only enhance many current scientific investigations, but it will also enable entirely new scientific explorations due to both the federation of vast amounts of multiwavelength data and the new archival…

Astrophysics · Physics 2007-05-23 R. J. Brunner

OLAF (Open Life Science Analysis Framework) is an open-source platform that enables researchers to perform bioinformatics analyses using natural language. By combining large language models (LLMs) with a modular agent-pipe-router…

Quantitative Methods · Quantitative Biology 2025-04-14 Dylan Riffle , Nima Shirooni , Cody He , Manush Murali , Sovit Nayak , Rishikumar Gopalan , Diego Gonzalez Lopez

Considerable scientific work involves locating, analyzing, systematizing, and synthesizing other publications. Its results end up in a paper's "background" section or in standalone articles, which include meta-analyses and systematic…

Digital Libraries · Computer Science 2023-12-05 Diomidis Spinellis

The VERCE project has pioneered an e-Infrastructure to support researchers using established simulation codes on high-performance computers in conjunction with multiple sources of observational data. This is accessed and organised via the…

Sociotechnical research increasingly includes the social sub-networks that emerge from large-scale sociotechnical infrastructure, including the infrastructure for building open source software. This paper addresses these numerous…

Computers and Society · Computer Science 2024-03-14 Sean P. Goggins , Kevin Lumbard , Matt Germonprez , Caifan Du , Karthik Ram , James Howison

This paper explores the characteristics of DataCite to determine its possibilities and potential as a new bibliometric data source to analyze the scholarly production of open data. Open science and the increasing data sharing requirements…

Digital Libraries · Computer Science 2017-10-13 Nicolas Robinson-Garcia , Philippe Mongeon , Wei Jeng , Rodrigo Costas

Every research project necessitates data, often requiring sharing and collaborative review within a team. However, there is a dearth of good open-source data sharing and reviewing services. Existing file-sharing services generally mandate…

Databases · Computer Science 2024-06-27 Lexington Whalen , Homayoun Valafar

Soon most information will be available at your fingertips, anytime, anywhere. Rapid advances in storage, communications, and processing allow us move all information into Cyberspace. Software to define, search, and visualize online…

Databases · Computer Science 2007-05-23 Jim Gray

Today, the prominence of data science within organizations has given rise to teams of data science workers collaborating on extracting insights from data, as opposed to individual data scientists working alone. However, we still lack a deep…

Human-Computer Interaction · Computer Science 2020-04-17 Amy X. Zhang , Michael Muller , Dakuo Wang

The Architecture, Engineering, and Construction (AEC) industry is undergoing rapid digital transformation, producing diverse digital assets such as datasets, computational models, use cases, and educational materials across the built…

Computers and Society · Computer Science 2026-03-23 Ruoxin Xiong , Yanyu Wang , Jiannan Cai , Kaijian Liu , Yuansheng Zhu , Pingbo Tang , Nora El-Gohary , George Edward Gibson

Machine learning (ML) algorithms are showing a growing trend in helping the scientific communities across different disciplines and institutions to address large and diverse data problems. However, many available ML tools are…

The growing amount of data and advances in data science have created a need for a new kind of cloud platform that provides users with flexibility, strong security, and the ability to couple with supercomputers and edge devices through…

While data science has emerged as a contentious new scientific field, enormous debates and discussions have been made on it why we need data science and what makes it as a science. In reviewing hundreds of pieces of literature which include…

Computers and Society · Computer Science 2020-07-01 Longbing Cao

In most High Performance Computing (HPC) projects nowadays, there is a lot of data obtained from different sources, depending on the project's objectives. Some of that data is very huge in terms of size, so copying such data sometimes is an…

Cryptography and Security · Computer Science 2026-01-21 Gian Sebastian Mier Bello , Alexander Martinez Mendez , Carlos J. Barrios H. , Robinson Rivas , Luis A. Núñez