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Levnajic

Network model selection: A review of methods

Medium: Buch
ISBN: 978-3-032-30447-6
Verlag: Springer Nature Switzerland AG
Erscheinungstermin: 28.10.2026
vorbestellbar, Erscheinungstermin ca. Oktober 2026

Understanding the processes behind the evolution of complex networks is a key objective in network science. An effective framework for tackling this challenge is network model selection, which involves finding the model from a set of candidates that best explains a given network. This book is a systematic review of methods for this purpose. Each method is outlined in three parts: its core principle (used to organize methods into four categories), other relevant details including my own observations, and software availability. The book provides a comprehensive overview of the state-of-the-art in network model selection and concludes by exploring future directions. A unified, optimal method could identify the mechanisms that shape real-world networks more precisely than any current approach. This work represents the first step toward developing such an optimal method. It will be a valuable resource for students and researchers in network science.


Produkteigenschaften


  • Artikelnummer: 9783032304476
  • Medium: Buch
  • ISBN: 978-3-032-30447-6
  • Verlag: Springer Nature Switzerland AG
  • Erscheinungstermin: 28.10.2026
  • Sprache(n): Englisch
  • Auflage: Erscheinungsjahr 2026
  • Serie: SpringerBriefs in Complexity
  • Produktform: Kartoniert
  • Seiten: 92
  • Format (B x H): 155 x 235 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

Introduction.- Overview of the central problems in network science.- From data to networks.- Network completion.- Network archaeology.- Network simplification.- Network comparison.- Quantification of network randomness.- Hypergraphs.- Conclusions and outlook.