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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. Eric D. Kolaczyk is a professor of statistics, and Director of the Program in Statistics, in the Department of Mathematics and Statistics at Boston University, where he also is an affiliated faculty member in the Bioinformatics Program, the Division of Systems Engineering, and the Program in Computational Neuroscience.
Statistical Analysis of Network Data with R
His publications on network-based topics, beyond the development of statistical methodology and theory, include work on applications ranging from the detection of anomalous traffic patterns in computer networks to the prediction of biological function in networks of interacting proteins to the characterization of influence of groups of actors in social networks.
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 and has been one of the lead developers since then. On the whole, I am happy to recommend it.
The monograph presents an excellent description of a wide span of operations possible on networks, and is very useful for researchers and students. Relevant references are conveniently provided at the end of each chapter.
Statistical Analysis of Network Data
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View all copies of this ISBN edition:. Synopsis About this title Networks have permeated everyday life through everyday realities like the Internet, social networks, and viral marketing. About the Author : Eric D.
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