10 citations · 58 across the 46 of their papers we have counts for
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A new class of generative classifiers based on staged tree models
Federico Carli, Manuele Leonelli, Gherardo Varando
Generative models for classification use the joint probability distribution of the class variable and the features to construct a decision rule. Among generative models, Bayesian n…
Tracking change-points in multivariate extremes
Miguel de Carvalho, Manuele Leonelli, Alex Rossi
In this paper we devise a statistical method for tracking and modeling change-points on the dependence structure of multivariate extremes. The methods are motivated by and illustra…
The curved exponential family of a staged tree
Christiane Görgen, Manuele Leonelli, Orlando Marigliano
Staged tree models are a discrete generalization of Bayesian networks. We show that these form curved exponential families and derive their natural parameters, sufficient statistic…
The R Package stagedtrees for Structural Learning of Stratified Staged Trees
Federico Carli, Manuele Leonelli, Eva Riccomagno +1
stagedtrees is an R package which includes several algorithms for learning the structure of staged trees and chain event graphs from data. Score-based and clustering-based algorith…