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Mixed distribution of negative binomial and two-parameter Lindley distributions

机译:负二项式和两参数Lindley分布的混合分布

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In this work, we propose a new mixed distribution, the negative binomial two-parameter Lindley distribution. Some properties such as but not limited to, factorial moment, mean, and variance, including a random variate generation are studied. Parameters of the proposed distribution are estimated by maximum likelihood estimation, which illustrated high-efficiency when a sample size is large. Moreover, when the negative binomial two-parameter Lindley distribution is used in application of count data modeling-especially for data with large number of zeros and overdispersion-it provides a better fit compared to the negative binomial distribution and negative binomial Lindley distribution.
机译:在这项工作中,我们提出了一个新的混合分布,即负二项式二参数Lindley分布。研究了一些属性,例如但不限于阶乘矩,均值和方差,包括随机变量生成。提议分布的参数通过最大似然估计来估计,这在样本量较大时说明效率很高。此外,当在计数数据建模中使用负二项式二参数Lindley分布时(尤其是对于具有大量零和过度分散的数据),与负二项式分布和负二项式Lindley分布相比,它提供了更好的拟合度。

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