Title: Dynamics On and Of Complex Networks III : Machine Learning and Statistical Physics Approaches
Publisher: Springer International Publishing
Publication Date: 2019
Language: English
ISBN 10: 3030146820
ISBN 13: 9783030146825
Binding: Buch
Condition: Neu
Dimensions: 241 millimeters width by 160 millimeters height by 20 millimeters depth
Weight: 553 grams

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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.

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