A two stage shrinkage testimator for the mean of an exponential distribution

Let X be a random variable having an exponential distribution with unknown mean θ. Further, it is assumed that prior knowledge about θ is available in the form of an initial estimate θ 0 0 of θ. It is proposed to estimate θ by a testimator that is based upon the result of a test of the hypothesis H...

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Veröffentlicht in:Communications in statistics. Theory and methods 1987-01, Vol.16 (6), p.1821-1834
Hauptverfasser: Adke, S.R., Waikar, V.B., Schurmann, F.J.
Format: Artikel
Sprache:eng
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Zusammenfassung:Let X be a random variable having an exponential distribution with unknown mean θ. Further, it is assumed that prior knowledge about θ is available in the form of an initial estimate θ 0 0 of θ. It is proposed to estimate θ by a testimator that is based upon the result of a test of the hypothesis H 0 : θ = θ 0 . If H 0 is accepted based on the first sample of size n 1 we take where the weighting factor l is a function of the test statistic for testing H 0 . However, if H 0 is rejected we obtain a second sample of size n 2 , and take . Choosing the weighing factor l appropriately, an expression for the mean squared error of is derived and comparisons are made with the variance of a single sample mean. Also an expression for the bias of is derived.
ISSN:0361-0926
1532-415X
DOI:10.1080/03610928708829474