Diagnostic tools as residual analysis, global, local and total-local influence for the multivariate model from the random intercept Poisson-GlG mode. Including also, the estimation process by maximum likelihood and generating multivariate negative binomial data.
rMNB
fit.MNB
qMNB
re.MNB
envelope.MNB
global.MNB
local.MNB
Jalmar M F Carrasco <carrascojalmar@gmail.com>, Cristian M Villegas Lobos <master.villegas@gmail.com> and Lizandra C Fabio <lizandrafabio@gmail.com>
Fabio, L. C., Villegas, C., Carrasco, J. M. F., and de Castro, M. (2023). Diagnostic tools for a multivariate negative binomial model for fitting correlated data with overdispersion. Communications in Statistics - Theory and Methods, 52, 1833–1853.
Fabio, L. C., Villegas, C., Mamun, A. S., and Carrasco, J. M. F. (2025). Residual analysis for discrete correlated data in the multivariate approach. Brazilian Journal of Biometrics, 43, e43728.