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Graph Spectra For Complex Networks 2nd Edition Piet Van Mieghem

Name: Graph Spectra For Complex Networks 2nd Edition Piet Van Mieghem
SKU: BELL-52245486
Price: 31.00 USD
Availability: InStock
Rating: 4.25 (48 reviews)

SKU: BELL-52245486

$ 31.00 ~~$ 45.00~~ (-31%)

4.3

48 reviews

Graph Spectra For Complex Networks 2nd Edition Piet Van Mieghem instant download after payment.

Publisher: Cambridge University Press

File Extension: PDF

File size: 9.94 MB

Pages: 535

Author: Piet Van Mieghem

ISBN: 9781009366809, 1009366807

Language: English

Year: 2023

Edition: 2

Product desciption

Graph Spectra For Complex Networks 2nd Edition Piet Van Mieghem by Piet Van Mieghem 9781009366809, 1009366807 instant download after payment.

This concise and self-contained introduction builds up the spectral theory of graphs from scratch, with linear algebra and the theory of polynomials developed in the later parts. The book focuses on properties and bounds for the eigenvalues of the adjacency, Laplacian and effective resistance matrices of a graph. The goal of the book is to collect spectral properties that may help to understand the behavior or main characteristics of real-world networks. The chapter on spectra of complex networks illustrates how the theory may be applied to deduce insights into real-world networks. The second edition contains new chapters on topics in linear algebra and on the effective resistance matrix, and treats the pseudoinverse of the Laplacian. The latter two matrices and the Laplacian describe linear processes, such as the flow of current, on a graph. The concepts of spectral sparsification and graph neural networks are included.