Introduction to Spectral Graph Theory von Kiyan Naderi | ISBN 9783032017086

Introduction to Spectral Graph Theory

von Kiyan Naderi und Konstantin Pankrashkin
Mitwirkende
Autor / AutorinKiyan Naderi
Autor / AutorinKonstantin Pankrashkin
Buchcover Introduction to Spectral Graph Theory | Kiyan Naderi | EAN 9783032017086 | ISBN 3-032-01708-4 | ISBN 978-3-032-01708-6

Introduction to Spectral Graph Theory

von Kiyan Naderi und Konstantin Pankrashkin
Mitwirkende
Autor / AutorinKiyan Naderi
Autor / AutorinKonstantin Pankrashkin

This book offers an introduction to key topics in spectral graph theory. In spectral graph theory, various properties of graphs are studied using methods from linear algebra, particularly through the eigenvalues and eigenvectors of different matrices that describe the graph structure. Various aspects of graph theory find applications within the field of data science.

In this book, the necessary foundations of abstract graph theory and linear algebra are covered in parallel, making it suitable for students in their early semesters. The book has been tested multiple times in one-semester-long lectures and is therefore well-suited as a basis for a course and a collection of exercises for instructors.