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Statistical Analysis of Network Data Methods and Models

Name: Statistical Analysis of Network Data
Author: Eric D. Kolaczyk

Auteur: Eric D. Kolaczyk

Taal: Engels

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Auteur: Eric D. Kolaczyk

Engels
Paperback
9781441927767
06 december 2010
386 pagina's

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Samenvatting

In recent years there has been an explosion of network data – that is, measu- ments that are either of or from a system conceptualized as a network – from se- ingly all corners of science.

In the past decade, the study of networks has increased dramatically. Researchers from across the sciences—including biology and bioinformatics, computer science, economics, engineering, mathematics, physics, sociology, and statistics—are more and more involved with the collection and statistical analysis of network-indexed data. As a result, statistical methods and models are being developed in this area at a furious pace, with contributions coming from a wide spectrum of disciplines.

This book provides an up-to-date treatment of the foundations common to the statistical analysis of network data across the disciplines. The material is organized according to a statistical taxonomy, although the presentation entails a conscious balance of concepts versus mathematics. In addition, the examples—including extended cases studies—are drawn widely from the literature. This book should be of substantial interest both to statisticians and to anyone else working in the area of ‘network science.’

The coverage of topics in this book is broad, but unfolds in a systematic manner, moving from descriptive (or exploratory) methods, to sampling, to modeling and inference. Specific topics include network mapping, characterization of network structure, network sampling, and the modeling, inference, and prediction of networks, network processes, and network flows. This book is the first such resource to present material on all of these core topics in one place.

Eric 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 Center for Biodynamics, the Program in Bioinformatics, and the Division of Systems Engineering. His publications on network-based topics include work ranging from the detection of anomalous traffic patterns in computer networks to the prediction of biological function in networks ofinteracting proteins to the characterization of influence of groups of actors in social networks.

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Inhoud

Taal: en
Bindwijze: Paperback
Oorspronkelijke releasedatum: 06 december 2010
Aantal pagina's: 386
Illustraties: Nee

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Hoofdauteur: Eric D. Kolaczyk
Hoofduitgeverij: Springer

Overige kenmerken

Editie: Softcover reprint of hardcover 1st ed. 2009
Extra groot lettertype: Nee
Product breedte: 155 mm
Product lengte: 235 mm
Studieboek: Ja
Verpakking breedte: 156 mm
Verpakking hoogte: 21 mm
Verpakking lengte: 230 mm
Verpakkingsgewicht: 273 g

EAN

EAN: 9781441927767

Je vindt dit artikel in

Categorieën: Wetenschap & Natuur

Computers & Informatica

Netwerken

Wiskunde

Kansrekening & Statistieken

Boeken
Taal: Engels
Boek, ebook of luisterboek?: Boek
Beschikbaarheid: Leverbaar
Studieboek of algemeen: Studieboeken

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