Clegg, RG; Landa, R; Haddadi, H; Rio, M; (2009) Measuring the likelihood of models for network evolution. In: IEEE INFOCOM 2009, IEEE Conference on Computer Communications Workshops: 19-25 April 2009, Rio de Janeiro, Brazil. (pp. 272 - 277). IEEE: Piscataway, US.
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Many researchers have hypothesised models which explain the evolution of the topology of a target network. The framework described in this paper gives the likelihood that the target network arose from the hypothesised model. This allows rival hypothesised models to be compared for their ability to explain the target network. A null model (of random evolution) is proposed as a baseline for comparison. The framework also considers models made from linear combinations of model components. A method is given for the automatic optimisation of component weights. The framework is tested on simulated networks with known parameters and also on real data.
|Title:||Measuring the likelihood of models for network evolution|
|Open access status:||An open access version is available from UCL Discovery|
|Additional information:||(c) 2009 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other users, including reprinting/ republishing this material for advertising or promotional purposes, creating new collective works for resale or redistribution to servers or lists, or reuse of any copyrighted components of this work in other works.|
|UCL classification:||UCL > School of BEAMS > Faculty of Engineering Science > Electronic and Electrical Engineering|
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