MAXIMUM LIKELIHOOD PARAMETER ESTIMATION FOR THE MIXTURES OF NORMAL DISTRIBUTIONS

被引:0
|
作者
Rahman, Mezbahur [1 ]
Mahzabeen, Sabiha [1 ]
机构
[1] Minnesota State Univ, Mankato, MN 56001 USA
关键词
EM algorithm; grid search; Newton-Raphson algorithm; normal probability density function;
D O I
10.17654/AS053050501
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Parameter estimation procedure for the mixtures of normal distributions using EM algorithm and maximum likelihood is implemented. A simulation study is conducted in comparing four variant methods involving maximum likelihood and EM algorithm.
引用
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页码:501 / 518
页数:18
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