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The purpose of this paper is to contribute to the challenge of transferring know-how, theories and methods from design research to the design processes in information science and technologies. More specifically, we shall consider a domain,…

Artificial Intelligence · Computer Science 2015-03-23 Akin Osman , Kazakçi Mines

Nowadays, science has been coming into a new paradigm, called data-intensive science. While current studies of the new phenomenon focused on building up infrastructure for this new paradigm, yet a few studies concern users of scientific…

Instrumentation and Methods for Astrophysics · Physics 2011-02-08 Jian Zhang , Chaomei Chen , Michael S. Vogeley

Technology is generating a huge and growing availability of observa tions of diverse nature. This big data is placing data learning as a central scientific discipline. It includes collection, storage, preprocessing, visualization and,…

Other Statistics · Statistics 2018-06-12 José L. Torrecilla , Juan Romo

The Bootstrap Project's Data Science curriculum has trained about 100 teachers who are using it around the country. It is specifically designed to aid adoption at a wide range of institutions. It emphasizes valuable curricular goals by…

Computers and Society · Computer Science 2020-05-06 Shriram Krishnamurthi , Emmanuel Schanzer , Joe Gibbs Politz , Benjamin S. Lerner , Kathi Fisler , Sam Dooman

The need for new methods to deal with big data is a common theme in most scientific fields, although its definition tends to vary with the context. Statistical ideas are an essential part of this, and as a partial response, a thematic…

Big data applications have fast arriving data that must be quickly ingested. At the same time, they have specific needs to preprocess and transform the data before it could be put to use. The current practice is to do these preparatory…

Databases · Computer Science 2017-01-24 Alekh Jindal , Jorge-Arnulfo Quiane-Ruiz , Samuel Madden

Nowadays, we have the emergence and abundance of many different data repositories and archival systems for scientific data discovery, use, and analysis. With the burgeoning data sharing platforms available, this study addresses how natural…

Digital Libraries · Computer Science 2018-03-06 Yi Shen

The advent of experimental science facilities-instruments and observatories, such as the Large Hadron Collider, the Laser Interferometer Gravitational Wave Observatory, and the upcoming Large Synoptic Survey Telescope-has brought about…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-12 E. A. Huerta , Roland Haas , Shantenu Jha , Mark Neubauer , Daniel S. Katz

Various stakeholders, such as researchers, government agencies, businesses, and research laboratories require a large volume of reliable scientific research outcomes including research articles and patent data to support their work. These…

Databases · Computer Science 2024-10-01 Xinran Wu , Hui Zou , Yidan Xing , Jingjing Qu , Qiongxiu Li , Renxia Xue , Xiaoming Fu

While the Machine Learning (ML) landscape is evolving rapidly, there has been a relative lag in the development of the "learning systems" needed to enable broad adoption. Furthermore, few such systems are designed to support the specialized…

Large scale initiatives such as the Human Genome Project, Structural Genomics, and individual research teams have provided large deposits of genomic and proteomic data. The transfer of data to knowledge has become one of the existing…

Databases · Computer Science 2019-11-21 Casey A Cole , Christopher Ott , Diego Valdes , Homayoun Valafar

Large language models (LLMs) are advancing rapidly. Such models have demonstrated strong capabilities in learning from large-scale (unstructured) text data and answering user queries. Users do not need to be experts in structured query…

Databases · Computer Science 2023-10-02 Jianzhong Qi , Zuqing Li , Egemen Tanin

Big Data are huge amounts of digital information that are automatically accrued or merged from several sources and rarely result from properly planned surveys. A Big Dataset is herein conceived of as a collection of information concerning a…

Computation · Statistics 2020-02-12 Deldossi Laura , Tommasi Chiara

A software program which aims to provide an exploration capability over the Search Space of potential drug molecules. The program explores the search space by generating random molecules, determining their fitness and then breeding a new…

Neural and Evolutionary Computing · Computer Science 2014-03-20 Mark Shackelford

The Windsor Study Group on Digital Archiving was commissioned to recommend strategies, policies, and technologies necessary for ensuring the integrity and longevity of electronic publications. The goal of this work is to inform institutions…

Digital Libraries · Computer Science 2014-04-01 Sandy Payette

Deep learning has become popular because of its potential to achieve high accuracy in prediction tasks. However, accuracy is not always the only goal of statistical modelling, especially for models developed as part of scientific research.…

Machine Learning · Computer Science 2021-10-19 Thomas P Quinn , Sunil Gupta , Svetha Venkatesh , Vuong Le

Dependence on information, including for some of the world's largest organisations such as governments and multi-national corporations, has grown rapidly in recent years. However, reports of information security breaches and their…

Computers and Society · Computer Science 2016-06-14 Craig A. Horne , Atif Ahmad , Sean B. Maynard

Senior project is a typical essential course in computing educational programs. The course involves the selection of a project problem, the submission of various documents, and intensive communication among the project team members and…

Computers and Society · Computer Science 2018-11-16 Ahmed Al-Dallal

This community paper developed out of the NSF Workshop on the Future of Artificial Intelligence (AI) and the Mathematical and Physics Sciences (MPS), which was held in March 2025 with the goal of understanding how the MPS domains…

Artificial Intelligence · Computer Science 2026-03-17 Andrew Ferguson , Marisa LaFleur , Lars Ruthotto , Jesse Thaler , Yuan-Sen Ting , Pratyush Tiwary , Soledad Villar , E. Paulo Alves , Jeremy Avigad , Simon Billinge , Camille Bilodeau , Keith Brown , Emmanuel Candes , Arghya Chattopadhyay , Bingqing Cheng , Jonathan Clausen , Connor Coley , Andrew Connolly , Fred Daum , Sijia Dong , Chrisy Xiyu Du , Cora Dvorkin , Cristiano Fanelli , Eric B. Ford , Luis Manuel Frutos , Nicolás García Trillos , Cecilia Garraffo , Robert Ghrist , Rafael Gomez-Bombarelli , Gianluca Guadagni , Sreelekha Guggilam , Sergei Gukov , Juan B. Gutiérrez , Salman Habib , Johannes Hachmann , Boris Hanin , Philip Harris , Murray Holland , Elizabeth Holm , Hsin-Yuan Huang , Shih-Chieh Hsu , Nick Jackson , Olexandr Isayev , Heng Ji , Aggelos Katsaggelos , Jeremy Kepner , Yannis Kevrekidis , Michelle Kuchera , J. Nathan Kutz , Branislava Lalic , Ann Lee , Matt LeBlanc , Josiah Lim , Rebecca Lindsey , Yongmin Liu , Peter Y. Lu , Sudhir Malik , Vuk Mandic , Vidya Manian , Emeka P. Mazi , Pankaj Mehta , Peter Melchior , Brice Ménard , Jennifer Ngadiuba , Stella Offner , Elsa Olivetti , Shyue Ping Ong , Christopher Rackauckas , Philippe Rigollet , Chad Risko , Philip Romero , Grant Rotskoff , Brett Savoie , Uros Seljak , David Shih , Gary Shiu , Dima Shlyakhtenko , Eva Silverstein , Taylor Sparks , Thomas Strohmer , Christopher Stubbs , Stephen Thomas , Suriyanarayanan Vaikuntanathan , Rene Vidal , Francisco Villaescusa-Navarro , Gregory Voth , Benjamin Wandelt , Rachel Ward , Melanie Weber , Risa Wechsler , Stephen Whitelam , Olaf Wiest , Mike Williams , Zhuoran Yang , Yaroslava G. Yingling , Bin Yu , Shuwen Yue , Ann Zabludoff , Huimin Zhao , Tong Zhang

The reasoning capabilities of Large Language Models (LLMs) play a critical role in many downstream tasks, yet depend strongly on the quality of training data. Despite various proposed data construction methods, their practical utility in…

Computation and Language · Computer Science 2025-10-09 Yike Zhao , Simin Guo , Ziqing Yang , Shifan Han , Dahua Lin , Fei Tan
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