In statistical surveys, people are often asked to express evaluations on several topics or to make an ordered arrangement in a list of objects (items, services, sentences, etc.); thus, the analysis of rankings and ratings is receiving a growing interest in many fields. In this framework, we develop a testing procedure for a a class of mixture models with covariates (cub models) and generally developed in a parametric context. Instead, in this paper, we propose a nonparametric solution to perform inference on cub models, specifically on the coecients of the covariates. A simulation study proves that this approach is more appropriate in some specic data settings, mostly for small sample sizes.

Permutation inference for a class of mixture models

BONNINI, Stefano;
2012

Abstract

In statistical surveys, people are often asked to express evaluations on several topics or to make an ordered arrangement in a list of objects (items, services, sentences, etc.); thus, the analysis of rankings and ratings is receiving a growing interest in many fields. In this framework, we develop a testing procedure for a a class of mixture models with covariates (cub models) and generally developed in a parametric context. Instead, in this paper, we propose a nonparametric solution to perform inference on cub models, specifically on the coecients of the covariates. A simulation study proves that this approach is more appropriate in some specic data settings, mostly for small sample sizes.
2012
Bonnini, Stefano; D., Piccolo; L., Salmaso; F., Solmi
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11392/1533249
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