Generating Random Networks and Graphs (Hardcover)

Language: English

Published by Oxford University Press, Oxford, 2017

0198709897 / 9780198709893

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Hardcover. Generating random networks efficiently and accurately is an important challenge for practical applications, and an interesting question for theoretical study. This book presents and discusses common methods of generating random graphs. It begins with approaches such as Exponential Random Graph Models, where the targeted probability of each network appearing in the ensemble is specified. This section also includes degree-preserving randomisation algorithms, where theaim is to generate networks with the correct number of links at each node, and care must be taken to avoid introducing a bias. Separately, it looks at growth style algorithms (e.g. preferentialattachment) which aim to model a real process and then to analyse the resulting ensemble of graphs. It also covers how to generate special types of graphs including modular graphs, graphs with community structure and temporal graphs.The book is aimed at the graduate student or advanced undergraduate. It includes many worked examples and open questions making it suitable for use in teaching. Explicit pseudocode algorithms are included throughout the book to make the ideasstraightforward to apply.With larger and larger datasets, it is crucial to have practical and well-understood tools. Being able to test a hypothesis against a properly specifiedcontrol case is at the heart of the 'scientific method'. Hence, knowledge on how to generate controlled and unbiased random graph ensembles is vital for anybody wishing to apply network science in their research. This book describes how to correctly and efficiently generate random networks based on certain constraints. Being able to test a hypothesis against a properly specified control case is at the heart of the 'scientific method'. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.

Seller Inventory # 9780198709893

Title
Generating Random Networks and Graphs (Hardcover)
Author
Ton Coolen
Publisher
Oxford University Press, Oxford
Publication year
2017
Condition
new
Binding
Hardcover
Language
English
ISBN 10
0198709897
ISBN 13
9780198709893

CitiRetail

Stevenage, United Kingdom

5-star seller

AbeBooks seller since June 29, 2022

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