Reconstructing networks

Reconstructing networks

by Cimini, Giulio

Type Book
Rate 0.0 /5

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 theo…

Read More ↓
Details
Files
Reviews
Download

Title Statements

  • Full title :Reconstructing networks / Giulio Cimini, Rossana Mastrandrea, Tiziano Squartini.

Summary

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.

Read More ↓

Edition Statements

  • Publication Date:©2021

Publication Statements

The Physical Object

  • Description:1 online resource

Edition Identifiers

  • ISBN:9781108771030, 1108771033
  • oclc:on1263705525
  • LC Classification:TK5105.5
  • Dewey Decimal:004.6

Subjects

Computer networks -- Design and constru… Data sets Jeux de données

Writers

Cimini, Giulio Mastrandrea, Rossana Squartini, Tiziano

Rate & Review

0.0/5
(0 people Voted)

No reviews yet. Be the first to rate this work.

Files & Downloads

  • Reconstructing Networks (Elements in Structure an…

    PDF · 5.9 MB · updated
    Login →