Hierarchical CUB Models for Ordinal Variables

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Ordinal regression: A review and a taxonomy of models (2021, background): “The uncertainty mixture model has been propagated in a series of articles, including Piccolo (2003), D'Elia and Piccolo (2005), Iannario and Piccolo (2010b), Iannario (2012a), Iannario (2012b), Manisera and Zuccolotto (2014), Piccolo (2015).”
Modelling Uncertainty and Overdispersion in Ordinal Data (2014, background): “Comparatively, the role of overdispersion is mainly detected for the first three waves (where the BIC reduction is noticeable) but it is not surely detectable for the last two waves (LRTs are not significant, indices BIC increase and improvements in the fitting measures are negligible).”