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Kolaczyk, Eric D.

Statistical analysis of network data : methods and models / Eric D. Kolaczyk. - New York ; [London] : Springer, c2009. - xii, 386 p. : ill. ; 24 cm. - Springer series in statistics .

Includes bibliographical references (p. 347-371) and index.

and Overview.- Preliminaries.- Mapping Networks.- Descriptive Analysis of Network Graph Characteristics.- Sampling and Estimation in Network Graphs.- Models for Network Graphs.- Network Topology Inference.- Modeling and Prediction for Processes on Network Graphs.- Analysis of Network Flow Data.- Graphical Models. TOC


This text 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.



ISBN: 9780387881454 (acidfree paper) 038788145X (acidfree paper)

LCCN: 2009921812

Subjects--Topical Terms:
System analysis--Statistical methods.
Analyse de systèmes--Méthodes statistiques.

LC Class. No.: QA402 / .K648 2009

Dewey Class. No.: 519.5 / KOS 2009