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The history and current status of the cross-disciplinary fields of astrostatistics and astroinformatics are reviewed. Astronomers need a wide range of statistical methods for both data reduction and science analysis. With the proliferation…

天体物理仪器与方法 · 物理学 2017-06-14 Eric D. Feigelson

Changing institution is a scientist's key career decision, which plays an important role in education, scientific productivity, and the generation of scientific knowledge. Yet, our understanding of the factors influencing a relocation…

应用统计 · 统计学 2018-02-15 Charlotte James , Luca Pappalardo , Alina Sirbu , Filippo Simini

Breakthrough discoveries and inventions involve unexpected combinations of contents including problems, methods, and natural entities, and also diverse contexts such as journals, subfields, and conferences. Drawing on data from tens of…

数字图书馆 · 计算机科学 2020-01-17 Feng Shi , James Evans

The emergence of Artificial Intelligence (AI) Scientist represents a paradigm shift in scientific discovery, with large language models (LLMs) taking the lead as the primary executor in the entire scientific workflow from idea generation to…

人工智能 · 计算机科学 2025-06-10 Minjun Zhu , Qiujie Xie , Yixuan Weng , Jian Wu , Zhen Lin , Linyi Yang , Yue Zhang

Artificial Intelligence (AI) provides many opportunities to improve private and public life. Discovering patterns and structures in large troves of data in an automated manner is a core component of data science, and currently drives…

人工智能 · 计算机科学 2019-10-11 Vaishak Belle

In recent years scholars have built maps of science by connecting the academic fields that cite each other, are cited together, or that cite a similar literature. But since scholars cannot always publish in the fields they cite, or that…

数字图书馆 · 计算机科学 2016-04-18 Miguel R. Guevara , Dominik Hartmann , Manuel Aristarán , Marcelo Mendoza , César A. Hidalgo

One of the most interesting scientific challenges nowadays deals with the analysis and the understanding of complex networks' dynamics. A major issue is the definition of new frameworks for the exploration of the dynamics at play in real…

社会与信息网络 · 计算机科学 2010-12-21 Walter Quattrociocchi , Frederic Amblard

Research organisations and their research outputs have been growing considerably in the past decades. This large body of knowledge attracts various stakeholders, e.g., for knowledge sharing, technology transfer, or potential collaborations.…

数字图书馆 · 计算机科学 2024-04-05 Gautam Kishore Shahi , Oliver Hummel

The Prevalence of Community support and engagement for different domains in the tech industry has changed and evolved throughout the years. In this study, we aim to understand, analyze and predict the trends of technology in a scientific…

机器学习 · 计算机科学 2021-08-19 Raja CSP Raman , Rohith Mahadevan , Divya Perumal , Vedha Sankar , Talha Abdur Rahman

Mentorship in science is crucial for topic choice, career decisions, and the success of mentees and mentors. Typically, researchers who study mentorship use article co-authorship and doctoral dissertation datasets. However, available…

数字图书馆 · 计算机科学 2021-06-14 Qing Ke , Lizhen Liang , Ying Ding , Stephen V. David , Daniel E. Acuna

Exploring search spaces is one of the most unpredictable challenges that has attracted the interest of researchers for decades. One way to handle unpredictability is to characterise the search spaces and take actions accordingly. A…

机器学习 · 计算机科学 2022-09-14 Rafet Durgut , Mehmet Emin Aydin , Hisham Ihshaish , Abdur Rakib

Scientists are embedded in social and information networks that influence and are influenced by the quality of their scientific work, its impact, and the recognition they receive. Here we quantify the systematic relationship between a…

数字图书馆 · 计算机科学 2018-07-13 Christian Schulz , Brian Uzzi , Dirk Helbing , Olivia Woolley-Meza

It is important to explore how scientists decide their research agenda and the corresponding consequences, as their decisions collectively shape contemporary science. There are studies focusing on the overall performance of individuals with…

物理与社会 · 物理学 2025-04-15 Xiaoyao Yu , Boleslaw K. Szymanski , Tao Jia

Artificial intelligence is transforming the way we work with information across disciplines and practical contexts. A growing range of disciplines are now involved in studying, developing, and assessing the use of AI in practice, but these…

计算机与社会 · 计算机科学 2024-09-20 Denis Newman-Griffis

With several new large-scale surveys on the horizon, including LSST, TESS, ZTF, and Evryscope, faster and more accurate analysis methods will be required to adequately process the enormous amount of data produced. Deep learning, used in…

天体物理仪器与方法 · 物理学 2023-06-02 Emily M. Boudreaux

The term "interpretability" is oftenly used by machine learning researchers each with their own intuitive understanding of it. There is no universal well agreed upon definition of interpretability in machine learning. As any type of science…

机器学习 · 计算机科学 2018-07-26 Abdul Karim , Avinash Mishra , MA Hakim Newton , Abdul Sattar

We examine the innovation of researchers with long-lived careers in Computer Science and Physics. Despite the epistemological differences between such disciplines, we consistently find that a researcher's most innovative publication occurs…

数字图书馆 · 计算机科学 2023-01-18 Mingtang Li , Giacomo Livan , Simone Righi

The observable characteristics and subsequent evolution of young stellar populations is dominated by their massive stars. As our understanding of those massive stars and the factors affecting their evolution improves, so our interpretation…

星系天体物理 · 物理学 2022-09-28 Jan J. Eldridge , Elizabeth R. Stanway

We live in momentous times. The science community is empowered with an arsenal of cosmic messengers to study the Universe in unprecedented detail. Gravitational waves, electromagnetic waves, neutrinos and cosmic rays cover a wide range of…

天体物理仪器与方法 · 物理学 2022-07-20 E. A. Huerta , Zhizhen Zhao

This paper explores the current trending research areas in the field of Computer Science (CS) and investigates the factors contributing to their emergence. Leveraging a comprehensive dataset comprising papers, citations, and funding…

人机交互 · 计算机科学 2023-08-03 Mohammed Almutairi , Ozioma Collins Oguine