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پویایی در و شبکه های پیچیده III - رویکرد های یادگیری ماشین و فیزیک آماری
پویایی در و شبکه های پیچیده III - رویکرد های یادگیری ماشین و فیزیک آماری

Dynamics On and Of Complex Networks III - Machine Learning and Statistical Physics Approaches
سال انتشار: 2019
تعداد صفحات: 246
زبان فایل: انگلیسی
فرمت فایل: pdf
حجم فایل: 10MB
رمز فایل: www.ketabdownload.com
قیمت: 190,000ريال

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Publisher : Springer
ISBN-10 : 3030146855
ISBN-13 : 978-3030146856
ASIN : B07RT3LS3L

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.