KonstantinAvrachenkov,MaximilienDreveton
Statistical Analysis of Networks
Statistical Analysis of Networks
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Excellent- More about Statistical Analysis of Networks
This book provides a comprehensive introduction to statistical analysis of networks,covering network modeling,community detection,graph-based semi-supervised learning,and sampling in networks. It is suitable for researchers and textbook material for courses related to complex network analysis and social network analysis.
Format: Hardback
Length: 250 pages
Publication date: 30 September 2022
Publisher: now publishers Inc
This comprehensive book provides a thorough introduction to the statistical analysis of networks, catering to both research scholars and textbook readers. It offers a diverse range of fundamental tools and concepts essential for analyzing networks, including network modeling, community detection, graph-based semi-supervised learning, and sampling in networks. Each concept is presented in a self-contained manner, accompanied by theoretical justifications and practical applications. Researchers actively engaged in network science, complex network analysis, or social network analysis will find the presented statistical methods highly relevant to their research endeavors. Furthermore, this book serves as an excellent textbook material for courses related to the statistical approach to analyzing complex networks.
The chapters in this book are relatively independent and can be utilized as standalone resources for course composition. However, it is recommended that Chapter 2 be read in conjunction with other chapters for a comprehensive understanding. While Chapter 4 can be read before Chapters 5 and 6, it is not strictly necessary. Additionally, reading Chapter 3 before Chapters 5 and 7 can provide valuable background information. As prerequisites for this book, a basic understanding of probability, linear algebra, and elementary notions of graph theory is advised. To enhance readers' comprehension, appendices have been included that describe the required notions from these disciplines.
Weight: 532g
Dimension: 164 x 242 x 20 (mm)
ISBN-13: 9781638280507
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