Holgersson M, Jorner U
Int J Biomed Comput. 1978 Sep;9(5):367-92. doi: 10.1016/0020-7101(78)90044-2.
The problem of estimating the parameters of a finite mixture of normal distributions has been considered by several researchers in different fields of application. This paper consists of a brief historical background and a comprehensive account of the theoretical aspects behind the principal lines of approach of different techniques of estimation. These include moment- and maximum likelihood estimation, estimation by minimum variance decomposition and graphical techniques. Further, three different methods of estimation are compared on medical data.
不同应用领域的几位研究人员都考虑过估计正态分布有限混合模型参数的问题。本文包括一个简短的历史背景介绍,以及对不同估计技术主要方法背后理论方面的全面阐述。这些技术包括矩估计和最大似然估计、最小方差分解估计以及图形技术。此外,还在医学数据上对三种不同的估计方法进行了比较。