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2013 | OriginalPaper | Buchkapitel

An Empirical Validation of Growth Models for Complex Networks

verfasst von : Alan Mislove, Hema Swetha Koppula, Krishna P. Gummadi, Peter Druschel, Bobby Bhattacharjee

Erschienen in: Dynamics On and Of Complex Networks, Volume 2

Verlag: Springer New York

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Abstract

This chapter is focused towards the empirical validation of generation of powerlaw networks. Empirical growth data from four different networks (the Flickr and the YouTube online social networks, Wikipedia’s content graph, and the Internet’s AS-level graph) are used to show this growth. This study makes two contributions: First, the gathering of detailed measurements of the growth of four large-scale networks and make the data available to the research community. Second, the thorough investigation of the link creation processes in datasets. The inadequacy of preferential attachment (i.e., “the rich get richer”), a popular growth model, to explain growth has been revealed in this chapter.

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Fußnoten
1
For directed networks, we only count directed paths.
 
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Metadaten
Titel
An Empirical Validation of Growth Models for Complex Networks
verfasst von
Alan Mislove
Hema Swetha Koppula
Krishna P. Gummadi
Peter Druschel
Bobby Bhattacharjee
Copyright-Jahr
2013
Verlag
Springer New York
DOI
https://doi.org/10.1007/978-1-4614-6729-8_2

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