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A main challenge of data-driven sciences is how to make maximal use of the progressively expanding databases of experimental datasets in order to keep research cumulative. We introduce the idea of a modeling-based dataset retrieval engine…

Quantitative Methods · Quantitative Biology 2015-06-19 Ali Faisal , Jaakko Peltonen , Elisabeth Georgii , Johan Rung , Samuel Kaski

We introduce a newly designed undergraduate-level interdisciplinary course in scientific computing that aims to prepare students as the next generation of research-oriented computational scientists and engineers. The course offers students…

Physics Education · Physics 2022-04-05 Tulin Kaman , Rouben Rostamian , Shannon W. Dingman

Computerization of research activities led to the creation of large specialized information resources, platforms, services and software to support scientific research. However, their shortcomings do not allow to fully realizing the…

Digital Libraries · Computer Science 2015-04-21 Dmitry Prokudin

Everybody wants to analyse their data, but only few posses the data science expertise to to this. Motivated by this observation we introduce a novel framework and system \textsc{VisualSynth} for human-machine collaboration in data science.…

Artificial Intelligence · Computer Science 2020-04-24 Clément Gautrais , Yann Dauxais , Stefano Teso , Samuel Kolb , Gust Verbruggen , Luc De Raedt

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

The rapid expansion of Earth Science data from satellite observations, reanalysis products, and numerical simulations has created a critical bottleneck in scientific discovery, namely identifying relevant datasets for a given research…

Databases · Computer Science 2026-03-03 Youran Sun , Yixin Wen , Haizhao Yang

The article considers the solution of problems of accumulation and integration of scientific electronic collections into information space of scientific researches. On the basis of the analysis of the existing standards and solutions the…

Digital Libraries · Computer Science 2015-04-21 Irina Mbogo , Dmitry Prokudin , Andrey Chugunov

Automated scientific discovery with large language models is transforming the research lifecycle from ideation to experimentation, yet existing agents struggle to autonomously process raw data collected from scientific experiments. We…

Artificial Intelligence · Computer Science 2026-04-29 Ke Lin , Yilin Lu , Shreyas Bhat , Xuehang Guo , Junier Oliva , Qingyun Wang

Scientists perform diverse manual procedures that are tedious and laborious. Such procedures are considered a bottleneck for modern experimental science, as they consume time and increase burdens in fields including material science and…

The launch of Google Scholar (GS) marked the beginning of a revolution in the scientific information market. This search engine, unlike traditional databases, automatically indexes information from the academic web. Its ease of use,…

Digital Libraries · Computer Science 2018-06-19 Emilio Delgado López-Cózar , Enrique Orduna-Malea , Alberto Martín-Martín

Computers have profoundly changed the way scientific research is done. Whereas the importance of computers as research tools is evident to everyone, the impact of the digital revolution on the representation of scientific knowledge is not…

Physics and Society · Physics 2016-05-11 Konrad Hinsen

To retrieve and compare scientific data of simulations and experiments in materials science, data needs to be easily accessible and machine readable to qualify and quantify various materials science phenomena. The recent progress in open…

Materials Science · Physics 2025-03-25 Balduin Katzer , Steffen Klinder , Katrin Schulz

In recent years, ideas from statistics and scientific computing have begun to interact in increasingly sophisticated and fruitful ways with ideas from computer science and the theory of algorithms to aid in the development of improved…

Data Structures and Algorithms · Computer Science 2010-10-11 Michael W. Mahoney

Data science has employed great research efforts in developing advanced analytics, improving data models and cultivating new algorithms. However, not many authors have come across the organizational and socio-technical challenges that arise…

Machine Learning · Computer Science 2022-01-17 Iñigo Martinez , Elisabeth Viles , Igor G. Olaizola

Science of science (SciSci) is an emerging discipline wherein science is used to study the structure and evolution of science itself using large data sets. The increasing availability of digital data on scholarly outcomes offers…

Social and Information Networks · Computer Science 2020-06-01 Sha Yuan , Zhou Shao , Yu Zhang , Xingxing Wei , Tong Xiao , Yifan Wang , Jie Tang

Progress in science has advanced the development of human society across history, with dramatic revolutions shaped by information theory, genetic cloning, and artificial intelligence, among the many scientific achievements produced in the…

Digital Libraries · Computer Science 2017-10-06 Yuxiao Dong , Hao Ma , Zhihong Shen , Kuansan Wang

Artificial intelligence (AI) is transforming the practice of science. Machine learning and large language models (LLMs) can generate hypotheses at a scale and speed far exceeding traditional methods, offering the potential to accelerate…

Artificial Intelligence · Computer Science 2025-12-18 Cristina Cornelio , Takuya Ito , Ryan Cory-Wright , Sanjeeb Dash , Lior Horesh

The ongoing artificial intelligence (AI) revolution has the potential to change almost every line of work. As AI capabilities continue to improve in accuracy, robustness, and reach, AI may outperform and even replace human experts across…

Digital Libraries · Computer Science 2024-06-04 Jian Gao , Dashun Wang

We introduce a new visual analytic approach to the study of scientific discoveries and knowledge diffusion. Our approach enhances contemporary co-citation network analysis by enabling analysts to identify co-citation clusters of cited…

General Literature · Computer Science 2017-10-24 Chaomei Chen , Jian Zhang , Michael S. Vogeley

This systematic mapping study consisted of tracking the scientific literature that addresses the issue of analogies as a didactic strategy in science teaching. An analogy can be understood as comparing an existing knowledge with a new…

Physics Education · Physics 2021-08-03 Pedro Hernandez , Edinson Espitia
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