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Two-Piece location-scale distributions based on scale mixtures of normal family
Authors:Mohsen Maleki  Mohammad Reza Mahmoudi
Institution:1. Department of Statistics, Shiraz University, Shiraz, Iran;2. Department of Statistics, College of Science, Fasa University, Fasa, Iran
Abstract:In this work, we study the maximum likelihood (ML) estimation problem for the parameters of the two-piece (TP) distribution based on the scale mixtures of normal (SMN) distributions. This is a family of skewed distributions that also includes the scales mixtures of normal class, and is flexible enough for modeling symmetric and asymmetric data. The ML estimates of the proposed model parameters are obtained via an expectation-maximization (EM)-type algorithm.
Keywords:ECME algorithm  Kurtosis  Maximum likelihood estimates  Scale mixtures of normal family  Skewness  Stochastic representation  Two-piece distributions
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