December 2023 Multivariate zero-inflated Bell–Touchard distribution for multivariate counts: An application to COVID-related data
Artur J. Lemonte
Author Affiliations +
Braz. J. Probab. Stat. 37(4): 756-771 (December 2023). DOI: 10.1214/23-BJPS592

Abstract

Multivariate count data with an excessive number of zeros occur commonly in practice. To deal with this kind of data, we introduce a simple and tractable parametric multivariate zero-inflated distribution, which corresponds to a multivariate extension of the univariate zero-inflated Bell–Touchard distribution. Various distributional properties are derived and, in particular, the marginal distributions are univariate zero-inflated Bell–Touchard distributions. The unknown parameters of the proposed multivariate zero-inflated distribution are estimated using the maximum likelihood estimation procedure. An empirical application that employs COVID-related real data is provided to illustrate the new multivariate zero-inflated distribution in practice, and comparison with some multivariate zero-inflated distributions is made.

Acknowledgments

The author would like to thank the Associate Editor and the anonymous reviewers for their insightful comments and suggestions. The author acknowledges the financial support of the Brazilian agency Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq grant 303554/2022–3).

Citation

Download Citation

Artur J. Lemonte. "Multivariate zero-inflated Bell–Touchard distribution for multivariate counts: An application to COVID-related data." Braz. J. Probab. Stat. 37 (4) 756 - 771, December 2023. https://doi.org/10.1214/23-BJPS592

Information

Received: 1 June 2023; Accepted: 1 November 2023; Published: December 2023
First available in Project Euclid: 28 December 2023

MathSciNet: MR4682713
Digital Object Identifier: 10.1214/23-BJPS592

Keywords: Bell distribution , Bell–Touchard distribution , excess zeros , Poisson distribution

Rights: Copyright © 2023 Brazilian Statistical Association

JOURNAL ARTICLE
16 PAGES

This article is only available to subscribers.
It is not available for individual sale.
+ SAVE TO MY LIBRARY

Vol.37 • No. 4 • December 2023
Back to Top