Two-stage point estimation with a shrinkage stopping rule

Two-stage point estimation with a shrinkage stopping rule

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Article ID: iaor19952352
Country: Germany
Volume: 41
Start Page Number: 293
End Page Number: 306
Publication Date: May 1994
Journal: Metrika
Authors: ,
Abstract:

Consider the problem of estimating a mean vector in a p-variate normal distribution under two-stage sequential sampling schemes. The paper proposes a stopping rule motivated by the James-Stein shrinkage estimator, and shows that the stopping rule and the corresponding shrinkage estimator asymptotically dominate the usual two-stage procedure under a sequence of local alternatives for p≥3. Also the results of Monte Carlo simulation for average sample sizes and risks of estimators are stated.

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