On the behavior and shape of mixture failure rates from a family of increasing failure rate Weibull distributions

On the behavior and shape of mixture failure rates from a family of increasing failure rate Weibull distributions

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Article ID: iaor20052117
Country: United States
Volume: 51
Issue: 4
Start Page Number: 491
End Page Number: 500
Publication Date: Jun 2004
Journal: Naval Research Logistics
Authors:
Keywords: statistics: distributions
Abstract:

Populations of many types of component are heterogeneous and often consist of a small number of different subpopulations. This is called a mixture and it arises in a number of situations. For example, a majority of products in industrial populations are mixtures of defective items with shorter lifetimes and standard items with longer lifetimes. It is a well-known result that distributions with decreasing failure rates are closed under mixture. However, mixtures of distributions with increasing failure rates are not easily classifiable. If the subpopulations involved in the mixture have increasing failure rates, there might be some upward movement in the mixture and later a general downward pull towards the strongest component. Little work has been done in describing the shape of mixture failure rates when all subpopulations do not have decreasing failure rate. In this paper, we present general results that describe the shape and behavior of a failure rate of a mixture obtained from two Weibull subpopulations with strictly increasing failure rates.

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