A Survey of Statistical Network Models

A Survey of Statistical Network Models
Author: Anna Goldenberg
Publisher: Now Publishers Inc
Total Pages: 118
Release: 2010
Genre: Computers
ISBN: 1601983204

Download A Survey of Statistical Network Models Book in PDF, Epub and Kindle

Networks are ubiquitous in science and have become a focal point for discussion in everyday life. Formal statistical models for the analysis of network data have emerged as a major topic of interest in diverse areas of study, and most of these involve a form of graphical representation. Probability models on graphs date back to 1959. Along with empirical studies in social psychology and sociology from the 1960s, these early works generated an active network community and a substantial literature in the 1970s. This effort moved into the statistical literature in the late 1970s and 1980s, and the past decade has seen a burgeoning network literature in statistical physics and computer science. The growth of the World Wide Web and the emergence of online networking communities such as Facebook, MySpace, and LinkedIn, and a host of more specialized professional network communities has intensified interest in the study of networks and network data. Our goal in this review is to provide the reader with an entry point to this burgeoning literature. We begin with an overview of the historical development of statistical network modeling and then we introduce a number of examples that have been studied in the network literature. Our subsequent discussion focuses on a number of prominent static and dynamic network models and their interconnections. We emphasize formal model descriptions, and pay special attention to the interpretation of parameters and their estimation. We end with a description of some open problems and challenges for machine learning and statistics.


A Survey of Statistical Network Models
Language: en
Pages: 118
Authors: Anna Goldenberg
Categories: Computers
Type: BOOK - Published: 2010 - Publisher: Now Publishers Inc

GET EBOOK

Networks are ubiquitous in science and have become a focal point for discussion in everyday life. Formal statistical models for the analysis of network data hav
Statistical Network Analysis: Models, Issues, and New Directions
Language: en
Pages: 204
Authors: Edoardo M. Airoldi
Categories: Computers
Type: BOOK - Published: 2008-04-12 - Publisher: Springer

GET EBOOK

This book constitutes the thoroughly refereed post-proceedings of the International Workshop on Statistical Network Analysis: Models, Issues, and New Directions
Statistical Analysis of Network Data
Language: en
Pages: 397
Authors: Eric D. Kolaczyk
Categories: Computers
Type: BOOK - Published: 2009-04-20 - Publisher: Springer Science & Business Media

GET EBOOK

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 s
Models for Social Networks With Statistical Applications
Language: en
Pages: 257
Authors: Suraj Bandyopadhyay
Categories: Social Science
Type: BOOK - Published: 2011 - Publisher: SAGE

GET EBOOK

The study of social networks is a new but fast widening multidisciplinary area involving social, mathematical, statistical and computer sciences for application
Statistical and Machine Learning Approaches for Network Analysis
Language: en
Pages: 269
Authors: Matthias Dehmer
Categories: Mathematics
Type: BOOK - Published: 2012-06-26 - Publisher: John Wiley & Sons

GET EBOOK

Explore the multidisciplinary nature of complex networks through machine learning techniques Statistical and Machine Learning Approaches for Network Analysis pr