CIRJE-F-473 "The Stein phenomenon in simultaneous estimation of normal precisions"
Author Name Tsukuma, Hisayuki and Tatsuya Kubokawa
Date February 2007
Full Paper @
Remarks Revised in November 2007; subsequently published as "Minimax estimation of normal precisions via wxpansion estimators", in Journal of Statistical Planning and Inference (2009), 139, 295-309.
Abstract

In this paper, the simultaneous estimation of the precision parameters of k normal distributions is considered under the squared loss function in a decision-theoretic framework. Several classes of minimax estimators are derived by using the chi-square identity, and the generalized Bayes minimax estimators are developed out of the classes. It is also shown that the improvement on the unbiased estimators is characterized by the superharmonic function. This corresponds to Stein (1981)'s result in simultaneous estimation of normal means.