Statistical Analysis of Network Data with R / Use R! (PDF)
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Networks have permeated everyday life through everyday realities like the Internet, social networks, and viral marketing. As such, network analysis is an important growth area in the quantitative sciences, with roots in social network analysis going back to the 1930s and graph theory going back centuries. Measurement and analysis are integral components of network research. As a result, statistical methods play a critical role in network analysis. This book is the first of its kind in network research. It can be used as a stand-alone resource in which multiple R packages are used to illustrate how to conduct a wide range of network analyses, from basic manipulation and visualization, to summary and characterization, to modeling of network data. The central package is igraph, which provides extensive capabilities for studying network graphs in R. This text builds on Eric D. Kolaczyk's book Statistical Analysis of Network Data (Springer, 2009).
Gábor Csárdi is a research associate at the Department of Statistics at Harvard University, Cambridge, Mass. He holds a PhD in Computer Science from Eötvös University, Hungary. His research includes applications of network analysis in biology and social sciences, bioinformatics and computational biology, and graph algorithms. He created the igraph software package in 2005 and has been one of the lead developers since then.
- Autoren: Eric D. Kolaczyk , Gábor Csárdi
- 2014, 2014, 207 Seiten, Englisch
- Verlag: Springer-Verlag GmbH
- ISBN-10: 1493909835
- ISBN-13: 9781493909834
- Erscheinungsdatum: 22.05.2014
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- Größe: 4.95 MB
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“This book presents contemporary mathematical andstatistical methods of networks analysis and their implementation in R, writtenby the experts in this field … . The monograph presents an excellentdescription of a wide span of operations possible on networks, and is veryuseful for researchers and students.” (Stan Lipovetsky, Technometrics, Vol. 57 (2), May, 2015)
“This book is a quite practical guide toget started with analyzing networks using the statistical software R. …Relevant references are conveniently provided at the end of each chapter. … itis a very nice hands-on introduction to the analysis of network data that givesa good overview suitable for applied scientists and statisticians.” (KlausNordhausen, International Statistical Review, Vol. 83 (1), 2015)
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