In many applications, there are positive-valued phenomena which show a very high frequency at zero. One major difculty with this type of data is that the existence of a point-mass at zero makes common distributions unsuited for modeling the data. To cope with these difculties, some models have been developed. A popular example is the two-part model in which two stochastic models are assumed: the rst governs whether the response variable is zero or positive an the second, conditional on its being positive, models the level. We extend the two-part model to cope with measurement error on the dependent variables of both stochastic parts. This situation is common in many applied works.

Two-part model with measurement error. Modello a due parti con errore di misura / Arezzo, Maria Felice; Arima, Serena; Guagnano, Giuseppina. - (2022), pp. 2011-2016. (Intervento presentato al convegno SIS 2022 - 51st scientific meeting of the Italian Statistical Society tenutosi a Caserta, Italy).

Two-part model with measurement error. Modello a due parti con errore di misura

Maria Felice Arezzo;Giuseppina Guagnano
2022

Abstract

In many applications, there are positive-valued phenomena which show a very high frequency at zero. One major difculty with this type of data is that the existence of a point-mass at zero makes common distributions unsuited for modeling the data. To cope with these difculties, some models have been developed. A popular example is the two-part model in which two stochastic models are assumed: the rst governs whether the response variable is zero or positive an the second, conditional on its being positive, models the level. We extend the two-part model to cope with measurement error on the dependent variables of both stochastic parts. This situation is common in many applied works.
2022
SIS 2022 - 51st scientific meeting of the Italian Statistical Society
two-part model; measurement error in the dependent variable; misclassification
04 Pubblicazione in atti di convegno::04b Atto di convegno in volume
Two-part model with measurement error. Modello a due parti con errore di misura / Arezzo, Maria Felice; Arima, Serena; Guagnano, Giuseppina. - (2022), pp. 2011-2016. (Intervento presentato al convegno SIS 2022 - 51st scientific meeting of the Italian Statistical Society tenutosi a Caserta, Italy).
File allegati a questo prodotto
File Dimensione Formato  
Arezzo_Two-part-model_2022.pdf

accesso aperto

Tipologia: Versione editoriale (versione pubblicata con il layout dell'editore)
Licenza: Tutti i diritti riservati (All rights reserved)
Dimensione 109.2 kB
Formato Adobe PDF
109.2 kB Adobe PDF
SIS 2022 FRONT TOC.pdf

accesso aperto

Tipologia: Altro materiale allegato
Licenza: Tutti i diritti riservati (All rights reserved)
Dimensione 3.53 MB
Formato Adobe PDF
3.53 MB Adobe PDF

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1677674
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
social impact