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Descriptive vs. Inferential Community Detection in Networks

Pitfalls, Myths and Half-Truths

Tiago P. Peixoto

Descriptive vs. Inferential Community Detection in Networks
Descriptive vs. Inferential Community Detection in Networks

Descriptive vs. Inferential Community Detection in Networks

Pitfalls, Myths and Half-Truths

Tiago P. Peixoto

Paperback | Engels
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€ 22,50
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Omschrijving

Community detection is one of the most important methodological fields of network science, and one which has attracted a significant amount of attention over the past decades. This area deals with the automated division of a network into fundamental building blocks, with the objective of providing a summary of its large-scale structure. Despite its importance and widespread adoption, there is a noticeable gap between what is arguably the state-of-the-art and the methods which are actually used in practice in a variety of fields. The Elements attempts to address this discrepancy by dividing existing methods according to whether they have a 'descriptive' or an 'inferential' goal. While descriptive methods find patterns in networks based on context-dependent notions of community structure, inferential methods articulate a precise generative model, and attempt to fit it to data. In this way, they are able to provide insights into formation mechanisms and separate structure from noise. This title is also available as open access on Cambridge Core.

Specificaties

  • Uitgever
    Cambridge University Press
  • Verschenen
    aug. 2023
  • Bladzijden
    75
  • Genre
    Statistische fysica
  • Afmetingen
    229 x 152 x 4 mm
  • Gewicht
    135 gram
  • EAN
    9781009113007
  • Paperback
    Paperback
  • Taal
    Engels

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