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Modello robusto a inflazione zero×Regressione Binomiale Negativa Robusta×
CampoStatisticaStatistica
FamigliaRegression modelRegression model
Anno di origine1990s–2000s2000s–2011
IdeatoreExtension of Lambert (1992) ZIP model combined with robust M-estimation and sandwich standard errorsHilbe, J. M.; Zeileis, A. et al.
TipoRobust count regression with excess zerosCount regression with robust inference
Fonte seminaleZeileis, A., Kleiber, C., & Jackman, S. (2008). Regression models for count data in R. Journal of Statistical Software, 27(8), 1–25. DOI ↗Hilbe, J. M. (2011). Negative Binomial Regression (2nd ed.). Cambridge University Press. ISBN: 978-0521198158
Aliasrobust ZIP, robust ZINB, outlier-resistant zero-inflated regression, robust zero-inflated Poissonrobust NB regression, negative binomial regression with robust standard errors, sandwich-corrected negative binomial regression, NB2 robust regression
Correlati56
SintesiThe robust zero-inflated model extends standard zero-inflated count regression — which handles excess zeros via a mixture of a point mass at zero and a count distribution — by replacing or supplementing classical maximum likelihood with robust estimation techniques (M-estimators, sandwich standard errors) that protect against the distorting influence of outlying observations.Robust Negative Binomial Regression models overdispersed count outcomes using the negative binomial distribution while protecting coefficient inference against misspecification of the variance function. It pairs maximum-likelihood estimation of the mean and dispersion parameters with sandwich (Huber-White) standard errors, yielding valid tests even when the assumed variance structure is only approximately correct.
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ScholarGateConfronta i metodi: Robust Zero-Inflated Model · Robust Negative Binomial Regression. Consultato il 2026-06-15 da https://scholargate.app/it/compare