Introduction to Spectral Graph Theory
暫譯: 光譜圖論導論
Naderi, Kiyan, Pankrashkin, Konstantin
- 出版商: Birkhauser Boston
- 出版日期: 2026-01-03
- 售價: $2,240
- 貴賓價: 9.8 折 $2,195
- 語言: 英文
- 頁數: 204
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3032017076
- ISBN-13: 9783032017079
-
相關分類:
離散數學 Discrete-mathematics
無法訂購
相關主題
商品描述
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.
商品描述(中文翻譯)
本書介紹了光譜圖論中的關鍵主題。在光譜圖論中,利用線性代數的方法研究圖的各種性質,特別是通過描述圖結構的不同矩陣的特徵值和特徵向量。圖論的各個方面在數據科學領域中都有應用。本書平行涵蓋了抽象圖論和線性代數的必要基礎,適合早期學期的學生使用。該書已在為期一學期的課程中多次測試,因此非常適合作為課程的基礎和教師的練習題集。
作者簡介
Kiyan Naderi is a researcher at Carl von Ossietzky University in Oldenburg, Germany. Konstantin Pankrashkin is a professor for analysis and its applications at Carl von Ossietzky University in Oldenburg, Germany.
作者簡介(中文翻譯)
Kiyan Naderi 是德國奧爾登堡卡爾·馮·奧西茨基大學的研究員。 Konstantin Pankrashkin 是德國奧爾登堡卡爾·馮·奧西茨基大學的分析及其應用教授。