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Growing happiness: a model-based tree

Authors :
Cappelli Carmela
Simone Rosaria
Di Iorio Francesca
Petrucci, Alessandra; Verde, Rosanna
Cappelli, Carmela
Simone, Rosaria
DI IORIO, Francesca
Publication Year :
2017
Publisher :
Firenze University Press, 2017.

Abstract

Tree based methods in statistics are gaining a renewed interest in the Big Data era since they entail effective interpretation of results. In this setting, we apply a model-based technique to build trees for ordinal responses relying on a class of mixture models whose characteristic feature is the probabilistic specification of uncertainty. An application to the perception of happiness shows that the integration of tree methods with the chosen modelling boosts cluster analysis of respondents.

Details

Language :
English
Database :
OpenAIRE
Accession number :
edsair.od......3730..5c945b8f1e6f52e3ed14cc084fab56e0