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Two-stage point estimation with a shrinkage stopping rule
Authors:T. Kubokawa  A. K. Md. E. Saleh
Affiliation:(1) Department of Mathematical Engineering and Information Physics, University of Tokyo, Bunkyo-ku, 113 Tokyo, Japan;(2) Department of Mathematics and Statistics, Carleton University, K1S 5B6 Ottawa, Canada
Abstract:
Consider the problem of estimating a mean vector in ap-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 forpge3. Also the results of Monte Carlo simulation for average sample sizes and risks of estimators are stated.
Keywords:Two-stage procedure  shrinkage estimation  domination of sample size  local alternatives  asymptotic risk
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