Quantitative Graph Theory: Mathematical Foundations and Applications (Hardcover)
暫譯: 量化圖論:數學基礎與應用(精裝版)

Matthias Dehmer, Frank Emmert-Streib

  • 出版商: CRC
  • 出版日期: 2014-11-01
  • 售價: $7,740
  • 貴賓價: 9.5$7,353
  • 語言: 英文
  • 頁數: 528
  • 裝訂: Hardcover
  • ISBN: 1466584513
  • ISBN-13: 9781466584518
  • 海外代購書籍(需單獨結帳)

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商品描述

The first book devoted exclusively to quantitative graph theory, Quantitative Graph Theory: Mathematical Foundations and Applications presents and demonstrates existing and novel methods for analyzing graphs quantitatively. Incorporating interdisciplinary knowledge from graph theory, information theory, measurement theory, and statistical techniques, this book covers a wide range of quantitative-graph theoretical concepts and methods, including those pertaining to real and random graphs such as:

  • Comparative approaches (graph similarity or distance)
  • Graph measures to characterize graphs quantitatively
  • Applications of graph measures in social network analysis and other disciplines
  • Metrical properties of graphs and measures
  • Mathematical properties of quantitative methods or measures in graph theory
  • Network complexity measures and other topological indices
  • Quantitative approaches to graphs using machine learning (e.g., clustering)
  • Graph measures and statistics
  • Information-theoretic methods to analyze graphs quantitatively (e.g., entropy)

Through its broad coverage, Quantitative Graph Theory: Mathematical Foundations and Applications fills a gap in the contemporary literature of discrete and applied mathematics, computer science, systems biology, and related disciplines. It is intended for researchers as well as graduate and advanced undergraduate students in the fields of mathematics, computer science, mathematical chemistry, cheminformatics, physics, bioinformatics, and systems biology.

商品描述(中文翻譯)

《定量圖論:數學基礎與應用》是第一本專門探討定量圖論的書籍,展示並演示了現有及新穎的定量分析圖形的方法。這本書融合了圖論、資訊理論、測量理論和統計技術的跨學科知識,涵蓋了廣泛的定量圖論概念和方法,包括與實際圖和隨機圖相關的內容,如下所示:

- 比較方法(圖形相似性或距離)
- 用於定量描述圖形的圖形度量
- 圖形度量在社交網絡分析及其他學科中的應用
- 圖形的度量特性和度量
- 圖論中定量方法或度量的數學特性
- 網絡複雜性度量及其他拓撲指標
- 使用機器學習的圖形定量方法(例如,聚類)
- 圖形度量和統計
- 用於定量分析圖形的資訊理論方法(例如,熵)

通過其廣泛的涵蓋範圍,《定量圖論:數學基礎與應用》填補了離散與應用數學、計算機科學、系統生物學及相關學科當代文獻中的空白。該書旨在為數學、計算機科學、數學化學、化學資訊學、物理學、生物資訊學和系統生物學領域的研究人員以及研究生和高年級本科生提供參考。