To address the growing availability of complex network data, [3] introduced partially exchangeable stochastic block models for multi-layer networks using random partition priors based on hierarchical normalized completely random measures. With this approach, the layer division information carried by a node-colored multilayer network is induced by imposing the suitable distributional invariance to the prior, leading to a new and probabilistically coherent way of modeling complex networks. In this paper we leverage these models to analyze multiple node-colored networks.

(2025). Modeling Multiple Node-Colored Networks with Partial Exchangeability . Retrieved from https://hdl.handle.net/10446/311835

Modeling Multiple Node-Colored Networks with Partial Exchangeability

Gaffi, Francesco
2025-01-01

Abstract

To address the growing availability of complex network data, [3] introduced partially exchangeable stochastic block models for multi-layer networks using random partition priors based on hierarchical normalized completely random measures. With this approach, the layer division information carried by a node-colored multilayer network is induced by imposing the suitable distributional invariance to the prior, leading to a new and probabilistically coherent way of modeling complex networks. In this paper we leverage these models to analyze multiple node-colored networks.
17-giu-2025
2025
Inglese
Statistics for Innovation III. SIS 2025, Short Papers, Contributed Sessions 2
di Bella, Enrico; Gioia, Vincenzo; Lagazio, Corrado; Zaccarin, Susanna;
978-3-031-95994-3
978-3-031-95995-0
274
280
cartaceo
online
Switzerland
Cham
Springer
SIS 2025: Italian Statistical Society’s international conference on “Statistics for Innovation”, Genoa, 16-18 June 2025
Genova (Italy)
16-18 June 2025
SIS (Società Italiana di Statistica)
internazionale
contributo
Settore STAT-01/A - Statistica
stochastic block model; weighted network; Bayesian nonparametric;
info:eu-repo/semantics/conferenceObject
1
Gaffi, Francesco
1.4 Contributi in atti di convegno - Contributions in conference proceedings::1.4.01 Contributi in atti di convegno - Conference presentations
reserved
Non definito
273
(2025). Modeling Multiple Node-Colored Networks with Partial Exchangeability . Retrieved from https://hdl.handle.net/10446/311835
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10446/311835
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