统计研究

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混合指数几何分布

叶立淼 陈庆华   

  • 出版日期:2015-07-15 发布日期:2015-07-17

Mixture Exponential Geometric Distribution

Ye Limiao Chen Qinghua   

  • Online:2015-07-15 Published:2015-07-17

摘要: 本文讨论元件的寿命分布服从双参数混合指数分布,元件个数服从几何分布的情形下,定义了混合指数几何分布,并研究了该分布的各种性质,讨论了参数的极大似然估计,并使用EM算法得到参数的近似估计. 最后,本文给出了参数的渐近方差、协方差、置信区间.

关键词: 混合指数分布, 几何分布 , 极大似然估计 , EM算法, 寿命分布

Abstract: This paper defines the mixture exponential geometric distribution and analyzes its various properties based on the situation of the lifetime of the component and the number of the component subjects to two parameters mixture exponential distribution and geometric distribution, respectively. Furthermore, MLE of parameters is discussed and the approximate estimates of parameters are obtained by EM algorithm. Finally, this paper presents the parameters of asymptotic variances, covariances and confidence intervals.

Key words: Mixture Exponential Distribution, Geometric Distribution, Maximum Likelihood Estimation, EM Algorithm, Lifetime Distribution