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分布的有限混合分析:一种用于生物分类问题的统计工具。

Analysis of finite mixture of distributions: a statistical tool for biological classification problems.

作者信息

Equihua M

机构信息

Instituto de Ecología, México DF, México.

出版信息

Comput Appl Biosci. 1988 Nov;4(4):435-40. doi: 10.1093/bioinformatics/4.4.435.

Abstract

A microcomputer program to analyze finite mixtures of normal, binomial, Poisson or exponential distributions by a maximum likelihood estimation procedure is described. The program is coded in Turbo Pascal. Some theoretical and practical aspects of the compound distributions are discussed, mainly mathematical characteristics, fitting procedures and tests of hypotheses. The statistical tool, which is a cluster analysis technique, is presented in a general context for applications in biology. In particular an ecological example is briefly described: the age class structure resolution of a white-tailed deer population. To improve the usefulness for classification purposes, the link with discriminant analysis is examined. For a successful analysis of finite mixture of distributions the need for a large sample size is emphasized.

摘要

描述了一个通过最大似然估计程序来分析正态、二项式、泊松或指数分布的有限混合的微机程序。该程序用Turbo Pascal编码。讨论了复合分布的一些理论和实际方面,主要是数学特征、拟合程序和假设检验。作为一种聚类分析技术的统计工具,在生物学应用的一般背景下给出。特别简要描述了一个生态学例子:白尾鹿种群的年龄组结构解析。为提高分类目的的实用性,研究了与判别分析的联系。强调了对于分布的有限混合进行成功分析需要大样本量。

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