株式会社極東書店トップ商品一覧Dynamics On and Of Complex Networks III: Machine Learning and Statistical Physics Approaches. 2019 ed.

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Dynamics On and Of Complex Networks III: Machine Learning and Statistical Physics Approaches. 2019 ed.

Dynamics On and Of Complex Networks III: Machine Learning and Statistical Physics Approaches. 2019 ed.

・ISBN 978-3-030-14682-5 hard EUR 99.99

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著者・編者Ghanbarnejad, Fakhteh / Saha Roy, Rishiraj / Karimi, Fariba / Delvenne, Jean-Charles / Mitra, Bivas (eds.),
シリーズ (Springer Proceedings in Complexity)
出版社 (Springer Nature Switzerland AG, SZ)
出版年月2019
ページ数244 pp.
言語ENG
ニュース番号<A03-93454>

解説

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.