Research
My work is mainly focused on latent variables models and mixture models with applications in different fields as psychometrics, socio-economics and environmental sciences.
Specifically, my research interests are:
- dimensionality reduction;
- model-based clustering;
- ultrametric models;
- robust statistics;
- mixed-type data;
- model-based composite indicators.
Ongoing projects
-
Ultrametric Factor Analysis
with Mariaelena Bottazzi Schenone, Carlo Cavicchia and Maurizio Vichi
Revision required -
Cellwise outlier detection in heterogeneous populations
with Luis A. García Escudero, Francesca Greselin and Agustín Mayo-Íscar
Under review -
Social and cultural sustainability in Italy: a model-based hierarchical composite indicator
with Cinzia Di Nuzzo
Under review -
Fuzzy and Robust Spectral Data Embedding
with Cinzia Di Nuzzo
Manuscript in preparation -
Fuzzy cellCLUST
with Luis A. García Escudero, Francesca Greselin and Agustín Mayo-Íscar
Manuscript in preparation -
Mixtures of Disjoint Factor Analyzers
Manuscript in preparation