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Open AccessJournal ArticleDOI

Software survey: VOSviewer, a computer program for bibliometric mapping.

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TLDR
VOSviewer’s ability to handle large maps is demonstrated by using the program to construct and display a co-citation map of 5,000 major scientific journals.
Abstract
We present VOSviewer, a freely available computer program that we have developed for constructing and viewing bibliometric maps. Unlike most computer programs that are used for bibliometric mapping, VOSviewer pays special attention to the graphical representation of bibliometric maps. The functionality of VOSviewer is especially useful for displaying large bibliometric maps in an easy-to-interpret way. The paper consists of three parts. In the first part, an overview of VOSviewer’s functionality for displaying bibliometric maps is provided. In the second part, the technical implementation of specific parts of the program is discussed. Finally, in the third part, VOSviewer’s ability to handle large maps is demonstrated by using the program to construct and display a co-citation map of 5,000 major scientific journals.

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Journal ArticleDOI

bibliometrix: An R-tool for comprehensive science mapping analysis

TL;DR: This paper proposes a unique open-source tool, designed by the authors, called bibliometrix, for performing comprehensive science mapping analysis, programmed in R, and can be rapidly upgraded and integrated with other statistical R-packages.
Journal ArticleDOI

Accelerating t-SNE using tree-based algorithms

TL;DR: Variants of the Barnes-Hut algorithm and of the dual-tree algorithm that approximate the gradient used for learning t-SNE embeddings in O(N log N) are developed and shown to substantially accelerate and make it possible to learnembeddings of data sets with millions of objects.
Journal ArticleDOI

How to conduct a bibliometric analysis: An overview and guidelines

TL;DR: This paper endeavor to present an overview of the bibliometric methodology, with a particular focus on its different techniques, while offering step-by-step guidelines that can be relied upon to rigorously perform bibliomet analysis with confidence.
Journal ArticleDOI

Science mapping software tools: Review, analysis, and cooperative study among tools

TL;DR: The aim of this article is to review, analyze, and compare some of the software tools used to carry out science mapping analysis, taking into account aspects such as the bibliometric techniques available and the different kinds of analysis.
Book ChapterDOI

Visualizing Bibliometric Networks

TL;DR: This chapter provides an introduction to the topic of visualizing bibliometric networks and focuses specifically on two software tools: VOSviewer and CitNetExplorer.
References
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Journal ArticleDOI

Graph drawing by force-directed placement

TL;DR: A modification of the spring‐embedder model of Eades for drawing undirected graphs with straight edges is presented, developed in analogy to forces in natural systems, for a simple, elegant, conceptually‐intuitive, and efficient algorithm.
Journal IssueDOI

CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature

TL;DR: This article describes the latest development of a generic approach to detecting and visualizing emerging trends and transient patterns in scientific literature, and makes substantial theoretical and methodological contributions to progressive knowledge domain visualization.
Book

Exploratory Social Network Analysis with Pajek

TL;DR: The second edition of Pajek as discussed by the authors is an extensively revised and expanded second edition on social network analysis integrating theory, applications, and network analysis using pajek, which includes a new chapter on random network models, such as scale-free and small-world networks and Monte Carlo simulation.
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