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Anais da Academia Brasileira de Ciências

Print version ISSN 0001-3765On-line version ISSN 1678-2690

Abstract

CRIBARI-NETO, FRANCISCO  and  SANTOS, JÉSSICA. Inflated Kumaraswamy distributions. An. Acad. Bras. Ciênc. [online]. 2019, vol.91, n.2, e20180955.  Epub May 23, 2019. ISSN 0001-3765.  https://doi.org/10.1590/0001-3765201920180955.

Abstract: The Kumaraswamy distribution is useful for modeling variables whose support is the standard unit interval, i.e., (0, 1). It is not uncommon, however, for the data to contain zeros and/or ones. When that happens, the interest shifts to modeling variables that assume values in [0, 1), (0, 1] or [0, 1]. Our goal in this paper is to introduce inflated Kumaraswamy distributions that can be used to that end. We consider inflation at one of the extremes of the standard unit interval and also the more challenging case in which inflation takes place at both interval endpoints. We introduce inflated Kumaraswamy distributions, discuss their main properties, show how to estimate their parameters (point and interval estimation) and explain how testing inferences can be performed. We also present Monte Carlo evidence on the finite sample performances of point estimation, confidence intervals and hypothesis tests. An empirical application is presented and discussed.

Keywords : Inflated distribution; Kumaraswamy distribution; likelihood ratio test; maximum likelihood estimation; score test; Wald test.

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