Statistical Analysis of Network Data with R (Use R!) 2014th Editio

Eric D. D. Kolaczyk

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商品描述

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).

商品描述(中文翻譯)

網絡已經通過日常生活中的現實情況如互聯網、社交網絡和病毒式營銷滲透到我們的生活中。因此,網絡分析是量化科學中的一個重要增長領域,其根源可以追溯到社交網絡分析的1930年代和圖論的數百年歷史。測量和分析是網絡研究的重要組成部分。因此,統計方法在網絡分析中起著關鍵作用。這本書是網絡研究中的首部作品。它可以作為一個獨立的資源,其中使用多個R套件來示範如何進行各種網絡分析,從基本操作和可視化,到摘要和特徵描述,再到網絡數據建模。其中核心套件是igraph,它在R中提供了廣泛的研究網絡圖的功能。本書是基於Eric D. Kolaczyk的書《網絡數據的統計分析》(Springer,2009)的基礎上進一步發展的。