Complex Networks: A Networking and Signal Processing Perspective

B. S. Manoj, Abhishek Chakraborty, Rahul Singh

  • 出版商: Addison Wesley
  • 出版日期: 2018-02-02
  • 售價: $2,760
  • 貴賓價: 9.5$2,622
  • 語言: 英文
  • 頁數: 576
  • 裝訂: Hardcover
  • ISBN: 0134786998
  • ISBN-13: 9780134786995
  • 相關分類: Computer-networks
  • 立即出貨 (庫存=1)

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商品描述

Advances in complex networks and graph signal processing have important implications in fields ranging from communications and social networking to big data and biology. In Complex Networks, three pioneering researchers offer balanced, up-to-date coverage that will be ideal for advanced undergraduates, graduate students, researchers, and industry practitioners alike.

 

The authors begin by introducing the fundamental concepts underlying graph theory and complex networks. Next, they illuminate current theory and research in random networks, small-world networks, scale-free networks, and both small-world wireless mesh and sensor networks. Readers will find full chapters on spectra and signal processing in complex networks, as well as detailed introductions to graph signal processing approaches for extracting information from structural data, as well as advanced multiscale analysis techniques.

 

To promote deeper learning and mastery, the book contains 100+ examples, 200+ figures, and 20+ comparison tables. Each chapter includes problems as well as a section describing open research issues in the field. Appendices provide valuable reference information about vectors, matrices, anchor points, classical multiscale analysis, asymptotic behavior of functions, and additional resources for students and researchers in the field.

商品描述(中文翻譯)

複雜網絡和圖形信號處理的進展對通信、社交網絡、大數據和生物學等領域具有重要意義。在《複雜網絡》一書中,三位開創性的研究者提供了平衡、最新的內容,非常適合高年級本科生、研究生、研究人員和業界從業人員閱讀。

作者首先介紹了圖論和複雜網絡的基本概念。接下來,他們闡明了隨機網絡、小世界網絡、無尺度網絡以及小世界無線網絡和感測網絡的當前理論和研究。讀者將找到關於複雜網絡中的譜和信號處理的完整章節,以及有關從結構數據中提取信息的圖形信號處理方法的詳細介紹,以及先進的多尺度分析技術。

為了促進更深入的學習和掌握,本書包含100多個例子,200多個圖片和20多個比較表格。每章都包括問題,以及描述該領域中開放研究問題的部分。附錄提供有關向量、矩陣、錨點、經典多尺度分析、函數的漸近行為以及該領域的學生和研究人員的其他資源的有價值的參考信息。