Dynamics On and Of Complex Networks III: Machine Learning and Statistical Physics Approaches

ISBN 10: 3030146820 / ISBN 13: 9783030146825

Published by Springer, 2019

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Bibliographic Details

• Title: Dynamics On and Of Complex Networks III: Machine Learning and Statistical Physics Approaches
• Publisher: Springer
• Publication Date: 2019
• Language: English
• ISBN 10: 3030146820
• ISBN 13: 9783030146825
• Binding: Hardcover
• Condition: New

About this title

Synopsis

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.