دانلود کتاب Reconstructing Networks (Elements in Structure and Dynamics of Complex Networks)

Name: Reconstructing Networks (Elements in Structure and Dynamics of Complex Networks)
Availability: InStock
Author: Giulio Cimini
ISBN: 110872681X,9781108726818

by Giulio Cimini, Rossana Mastrandrea, Tiziano Squartini

عنوان فارسی: بازسازی شبکه ها (عناصر ساختار و دینامیک شبکه های پیچیده)
ناشر: Cambridge University Press
سال: 2021
ویرایش: 1
زبان: انگلیسی
تعداد صفحه (نسخه چاپی - نسخه الکترونیکی): 75-106
شابک: 110872681X,9781108726818
نوع فایل: PDF دانلود نرم افزار مطالعه
حجم: 5.94 مگابایت

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جزییات کتاب

Complex networks datasets often come with the problem of missing information: interactions data that have not been measured or discovered, may be affected by errors, or are simply hidden because of privacy issues. This Element provides an overview of the ideas, methods and techniques to deal with this problem and that together define the field of network reconstruction. Given the extent of the subject, the authors focus on the inference methods rooted in statistical physics and information theory. The discussion is organized according to the different scales of the reconstruction task, that is, whether the goal is to reconstruct the macroscopic structure of the network, to infer its mesoscale properties, or to predict the individual microscopic connections.