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Network-based approaches have become increasingly prominent in science education research as tools for analysing relational structures in learning, teaching, and knowledge production. This review presents a PRISMA-informed scoping analysis…

物理与社会 · 物理学 2026-04-01 Paula Tuzón , Juan Antonio García-Castillo , Juan Fernández-Gracia

Network science is an interdisciplinary field that transcends traditional academic boundaries, offering profound insights into complex systems across disciplines. This study conducts a bibliometric analysis of three leading journals, Social…

社会与信息网络 · 计算机科学 2025-02-12 Pengjia Cui , Yawen Dong

Networks have become increasingly relevant to everyday life as human society has become increasingly connected. Attaining a basic understanding of networks has thus become a necessary form of literacy for people (and for youths in…

社会与信息网络 · 计算机科学 2017-05-29 Hiroki Sayama , Catherine Cramer , Mason A. Porter , Lori Sheetz , Stephen Uzzo

This short article presents a summary of the NetSciEd (Network Science and Education) initiative that aims to address the need for curricula, resources, accessible materials, and tools for introducing K-12 students and the general public to…

计算机与社会 · 计算机科学 2017-09-21 Hiroki Sayama , Catherine Cramer , Lori Sheetz , Stephen Uzzo

Our educational systems must prepare students for an increasingly interconnected future, and teachers require equipping with modern tools, such as network science, to achieve this. We held a Networks in Classroom Education (NiCE) workshop…

This article advances the prerequisite network as a means to visualize the hidden structure in an academic curriculum. Network technologies have been used for some time now in social analyses and more recently in biology in the areas of…

社会与信息网络 · 计算机科学 2014-08-25 Preston R. Aldrich

The practice of scientific research is often thought of as individuals and small teams striving for disciplinary advances. Yet as a whole, this endeavor more closely resembles a complex system of natural computation, in which information is…

社会与信息网络 · 计算机科学 2019-06-19 Jordan D. Dworkin , Russell T. Shinohara , Danielle S. Bassett

We analyze the curriculum of the early common-years of engineering in our institute using tools of statistical physics of complex networks. Naturally, a course programme is structured in a networked form (temporal dependency and…

物理教育 · 物理学 2020-05-06 Suzane F. Pinto , Ronan S. Ferreira

In 2004 Denmark introduced a compulsory integrated science course the most popular upper secondary study program. One of the nation-wide course aims are for students to "achieve knowledge about some of the central scientific issues and…

物理教育 · 物理学 2017-08-07 Jesper Bruun , Ida Viola Andersen

Gaining insight into course choices holds significant value for universities, especially those who aim for flexibility in their programs and wish to adapt quickly to changing demands of the job market. However, little emphasis has been put…

社会与信息网络 · 计算机科学 2021-05-05 Erla Guðrún Sturludóttir , Eydís Arnardóttir , Gísli Hjálmtýsson , María Óskarsdóttir

Complex networks have attracted a great deal of research interest in the last two decades since Watts & Strogatz, Barab\'asi & Albert and Girvan & Newman published their highly-cited seminal papers on small-world networks, on scale-free…

社会与信息网络 · 计算机科学 2020-01-13 Roland Molontay , Marcell Nagy

There is nowadays a constant flux of data being generated and collected in all types of real world systems. These data sets are often indexed by time, space or both requiring appropriate approaches to analyze the data. In univariate…

社会与信息网络 · 计算机科学 2021-10-20 Vanessa Freitas Silva , Maria Eduarda Silva , Pedro Ribeiro , Fernando Silva

1. The birth of network science. 2. What are random networks? 3. Adjacency matrix. 4. Degree distribution. 5. What are simple networks? Classical random graphs. 6. Birth of the giant component. 7. Topology of the Web. 8.Uncorrelated…

统计力学 · 物理学 2007-05-23 S. N. Dorogovtsev , J. F. F. Mendes

Network science is an interdisciplinary endeavor, with methods and applications drawn from across the natural, social, and information sciences. A prominent problem in network science is the algorithmic detection of tightly-connected groups…

数据分析、统计与概率 · 物理学 2010-07-14 Peter J. Mucha , Thomas Richardson , Kevin Macon , Mason A. Porter , Jukka-Pekka Onnela

The emergence and popularization of online social networks suddenly made available a large amount of data from social organization, interaction and human behavior. All this information opens new perspectives and challenges to the study of…

社会与信息网络 · 计算机科学 2016-04-05 David Burth Kurka , Alan Godoy , Fernando J. Von Zuben

The mining and exploitation of graph structural information have been the focal points in the study of complex networks. Traditional structural measures in Network Science focus on the analysis and modelling of complex networks from the…

社会与信息网络 · 计算机科学 2023-06-21 Mingshan Jia , Bogdan Gabrys , Katarzyna Musial

A text network refers to a data type that each vertex is associated with a text document and the relationship between documents is represented by edges. The proliferation of text networks such as hyperlinked webpages and academic citation…

社会与信息网络 · 计算机科学 2016-10-04 Junxian He , Ying Huang , Changfeng Liu , Jiaming Shen , Yuting Jia , Xinbing Wang

Networks of interconnected nodes have long played a key role in Cognitive Science, from artificial neural net- works to spreading activation models of semantic mem- ory. Recently, however, a new Network Science has been developed, providing…

This chapter introduces statistical methods used in the analysis of social networks and in the rapidly evolving parallel-field of network science. Although several instances of social network analysis in health services research have…

物理与社会 · 物理学 2014-04-02 A. James O'Malley , Jukka-Pekka Onnela

Knowledge is a network of interconnected concepts. Yet, precisely how the topological structure of knowledge constrains its acquisition remains unknown, hampering the development of learning enhancement strategies. Here we study the…

计算与语言 · 计算机科学 2021-03-17 Nicolas H. Christianson , Ann Sizemore Blevins , Danielle S. Bassett
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