Dynamics On and Of Complex Networks III: Machine Learning and Statistical Physics Approaches (Springer Proceedings in Complexity)

ISBN 10: 3030146855 / ISBN 13: 9783030146856

Verlag: Springer, 2020

Beschreibung

In.

Bestandsnummer des Verkäufers ria9783030146856_new

Bibliografische Details

• Titel: Dynamics On and Of Complex Networks III: Machine Learning and Statistical Physics Approaches (Springer Proceedings in Complexity)
• Verlag: Springer
• Erscheinungsjahr: 2020
• Sprache: Englisch
• ISBN-10: 3030146855
• ISBN-13: 9783030146856
• Einband: Softcover
• Zustand: New

Über diesen Titel

Inhaltsangabe

This book bridges the gap between advances in the communities of computer science and physics--namely machine learning and statistical physics. It contains diverse but relevant topics in statistical physics, complex systems, network theory, and machine learning. Examples of such topics are: predicting missing links, higher-order generative modeling of networks, inferring network structure by tracking the evolution and dynamics of digital traces, recommender systems, and diffusion processes.

The book contains extended versions of high-quality submissions received at the workshop, Dynamics On and Of Complex Networks (doocn.org), together with new invited contributions. The chapters will benefit a diverse community of researchers. The book is suitable for graduate students, postdoctoral researchers and professors of various disciplines including sociology, physics, mathematics, and computer science.