Temporal Network Theory (時間網絡理論)

Holme, Petter, Saramäki, Jari

  • 出版商: Springer
  • 出版日期: 2024-11-21
  • 售價: $6,040
  • 貴賓價: 9.5$5,738
  • 語言: 英文
  • 頁數: 485
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3031304012
  • ISBN-13: 9783031304019
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book focuses on the theoretical side of temporal network research and gives an overview of the state of the art in the field. Curated by two pioneers in the field who have helped to shape it, the book contains contributions from many leading researchers. Temporal networks fill the border area between network science and time-series analysis and are relevant for epidemic modeling, optimization of transportation and logistics, as well as understanding biological phenomena.

Over the past 20 years, network theory has proven to be one of the most powerful tools for studying and analyzing complex systems. Temporal network theory is perhaps the most recent significant development in the field in recent years, with direct applications to many of the "big data" sets. This book appeals to students, researchers, and professionals interested in theory and temporal networks--a field that has grown tremendously over the last decade.

This second edition of Temporal NetworkTheory extends the first with three chapters highlighting recent developments in the interface with machine learning.


商品描述(中文翻譯)

本書專注於時間網絡研究的理論面,並概述該領域的最新進展。由兩位在該領域中具有開創性貢獻的先驅編輯,本書收錄了許多領先研究者的貢獻。時間網絡位於網絡科學與時間序列分析之間,對於流行病建模、運輸與物流的優化,以及理解生物現象都具有重要意義。

在過去的20年中,網絡理論已被證明是研究和分析複雜系統的最強大工具之一。時間網絡理論或許是近年來該領域最重要的發展,並直接應用於許多「大數據」集。本書吸引了對理論和時間網絡感興趣的學生、研究者和專業人士——這是一個在過去十年中迅速增長的領域。

《時間網絡理論》第二版在第一版的基礎上擴展了三個章節,重點介紹了與機器學習接口的最新發展。

作者簡介

Petter Holme is a professor of network science at the Department of Computer Science, Aalto University, Finland. His research interests cover many aspects of network science--from data science to theory. He has about 200 scientific publications, including about 30 on temporal networks.

Jari Saramäki is a professor of computational science at Aalto University, Finland. His research focuses on complex systems and networks, with applications ranging from computational social science to network neuroscience and biomedicine.


作者簡介(中文翻譯)

Petter Holme 是芬蘭阿爾托大學計算機科學系的網絡科學教授。他的研究興趣涵蓋網絡科學的多個方面,從數據科學到理論。他擁有約 200 篇科學出版物,其中約 30 篇專注於時間網絡。

Jari Saramäki 是芬蘭阿爾托大學的計算科學教授。他的研究專注於複雜系統和網絡,應用範圍從計算社會科學到網絡神經科學和生物醫學。