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 |
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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. |
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ISSN: | 0361-0926 1532-415X |
DOI: | 10.1080/03610928708829474 |