Birnbaum–Saunders statistical modelling: a new approach

Author:

Leiva Víctor1,Santos-Neto Manoel23,Cysneiros Francisco José A3,Barros Michelli2

Affiliation:

1. Departamento de Estadística, Universidad de Valparaíso, Chile

2. Departamento de Estatística, Universidade Federal de Campina Grande, Brazil

3. Departamento de Estatística, Universidade Federal de Pernambuco, Brazil

Abstract

Modelling based on the Birnbaum–Saunders distribution has received considerable attention in recent years. In this article, we introduce a new approach for Birnbaum–Saunders regression models, which allows us to analyze data in their original scale and to model non-constant variance. In addition, we propose four types of residuals for these models and conduct a simulation study to establish which of them has a better performance. Moreover, we develop methods of local influence by calculating the normal curvatures under different perturbation schemes. Finally, we perform a statistical analysis with real data by using the approach proposed in the article. This analysis shows the potentiality of our proposal.

Publisher

SAGE Publications

Subject

Statistics, Probability and Uncertainty,Statistics and Probability

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