Statistical Analysis of Network Data Methods and Models /

• Main Author: Kolaczyk, Eric D. (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: New York, NY : Springer New York, 2009.
• Series: Springer Series in Statistics,
• Subjects: Computer science.; Computer communication systems.; Data mining.; Bioinformatics.; Probabilities.; Statistical physics.; Dynamical systems.; Statistics.; Computer Science.; Computer Communication Networks.; Probability Theory and Stochastic Processes.; Statistical Theory and Methods.; Statistical Physics, Dynamical Systems and Complexity.; Data Mining and Knowledge Discovery.

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 an...

Table of Contents:

• 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.