Dynamics on and of Complex Networks III: Machine Learning and Statistical Physics Approaches

Ghanbarnejad, Fakhteh (Editor)/ Roy, Rishiraj Saha (Editor)/ Karimi, Fariba (Editor)/ Delvenne, Jean-charles (Editor)/ Mitra, Bivas (Editor)

ISBN 10: 3030146855 / ISBN 13: 9783030146856

Published by Springer Nature, 2020

About this Item

256 pages. 9.25x6.10x0.61 inches. In Stock.

Seller Inventory # x-3030146855

Bibliographic Details

• Title: Dynamics on and of Complex Networks III: Machine Learning and Statistical Physics Approaches
• Publisher: Springer Nature
• Publication Date: 2020
• Language: English
• ISBN 10: 3030146855
• ISBN 13: 9783030146856
• Binding: Paperback
• Condition: Brand New
• Weight: 0.47 kilograms

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.