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A classification rule for ordered exponential populations
Institution:1. U.S. Drug Enforcement Administration, Special Testing and Research Laboratory, Dulles, VA 20166, USA;2. National Geospatial Intelligence Agency, Springfield, VA 20150, USA
Abstract:In this paper, we consider classification procedures for exponential populations when an order on the populations parameters is known. We define and study the behavior of a classification rule which takes into account the additional information and outperforms the likelihood-ratio-based rule when two populations are considered. Moreover, we study the behavior of this rule in each of the two populations and compare the misclassification probabilities with the classical ones. Type II censorship, which is usual in practice, is considered and results obtained. The performance for more than two populations is evaluated by simulation.
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