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Estimation of Parameters for a Mixture of Normal Distributions

 

作者: Victor Hasselblad,  

 

期刊: Technometrics  (Taylor Available online 1966)
卷期: Volume 8, issue 3  

页码: 431-444

 

ISSN:0040-1706

 

年代: 1966

 

DOI:10.1080/00401706.1966.10490375

 

出版商: Taylor & Francis Group

 

数据来源: Taylor

 

摘要:

nobservations are taken from a mixture ofKnormal subpopulations, where the value ofKis known. It is assumed that thesenobservations are given asNfrequencies from equally spaced intervals. Initial guesses of theKmeans,Kvariances, andK− 1 proportions are made using the maximum likelihood estimates for a single truncated normal population as derived by Hald. Then an approximation to the likelihood function of the entire sample is used, and attempts to maximize this yield two iteration formulas. In practice, the method of steepest descent always converged, although the rate was not always fast. Special cases of equal variances and variances proportional to the square of the mean are also considered.

 

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