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  5. Modeling node heterogeneity in latent space models for multidimensional networks
 
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Modeling node heterogeneity in latent space models for multidimensional networks

Author(s)
D'Angelo, Silvia  
Alfò, Marco  
Murphy, Thomas Brendan  
Uri
http://hdl.handle.net/10197/11779
Date Issued
2020-08
Date Available
2020-12-04T12:05:14Z
Embargo end date
2022-04-07
Abstract
Multidimensional network data can have different levels of complexity, as nodes may be characterized by heterogeneous individual‐specific features, which may vary across the networks. This article introduces a class of models for multidimensional network data, where different levels of heterogeneity within and between networks can be considered. The proposed framework is developed in the family of latent space models, and it aims to distinguish symmetric relations between the nodes and node‐specific features. Model parameters are estimated via a Markov Chain Monte Carlo algorithm. Simulated data and an application to a real example, on fruits import/export data, are used to illustrate and comment on the performance of the proposed models.
Sponsorship
Science Foundation Ireland
Other Sponsorship
Insight Research Centre
Type of Material
Journal Article
Publisher
Wiley
Journal
Statistica Neerlandica
Volume
74
Issue
3
Start Page
324
End Page
341
Copyright (Published Version)
2020 the Authors, Statistica Neerlandica, VVS
Subjects

Latent space models

Markov chain Monte Ca...

Multiplex

DOI
10.1111/stan.12209
Language
English
Status of Item
Peer reviewed
This item is made available under a Creative Commons License
https://creativecommons.org/licenses/by-nc-nd/3.0/ie/
File(s)
No Thumbnail Available
Name

Modelling Node Heterogeneity in Latent Space Models for Multidimensional Networks.pdf

Size

1.5 MB

Format

Adobe PDF

Checksum (MD5)

1a5f6ab92a3eadb48fbde95d775041f1

Owning collection
Insight Research Collection

Item descriptive metadata is released under a CC-0 (public domain) license: https://creativecommons.org/public-domain/cc0/.
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