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Sufficient Conditions for the Existence of a Solution for the Log-Likelihood Equations in the Three-Parameter Gamma Distribution
Authors:George Tzavelas
Institution:1. Department of Statistics and Insurance Science , University of Piraeus , Piraeus, Greece tzafor@unipi.gr
Abstract:The existence of maximum likelihood estimators for the three-parameter gamma distribution is still an open problem. It demands the solution of the system of the log-likelihood equations which can be solved only with the use of numerical methods. The aim of this article is to provide sufficient conditions for the existence of a solution for the system of the log-likelihood equations. The conditions are expressed in terms of the geometric, arithmetic, and harmonic mean. Also, the importance of the sign of the third central moment for the existence of a solution is revealed.
Keywords:Log-likelihood equations  Maximum likelihood estimators  Three-parameter gamma distribution
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