Revista Colombiana de Estadística (Jun 2014)

Asymmetric Regression Models Bernoulli/LogProportional-Hazard Distribution

  • GUILLERMO MARTÍNEZ-FLÓREZ,
  • CARLOS BARRERA

DOI
https://doi.org/10.15446/rce.v37n1.44365
Journal volume & issue
Vol. 37, no. 1
pp. 183 – 198

Abstract

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In this paper we introduce a kind of asymmetric distribution for non-negative data called log-proportional hazard distribution (LPHF). This new distribution is used to study an asymmetrical regression model for data with limited responses (censored) through the mixture of a Bernoulli distribution with logit link and the LPHF distribution. Properties of the LPHF distribution are studied, maximum likelihood parameter estimation and information matrices are addressed. An illustration with real data shows that the model is a new alternative for studies with positive data censored.

Keywords