THE ASYMPTOTICALLY OPTIMAL EMPIRICALBAYES ESTIMATION IN ONE WAY ANOVA MODEL  被引量:1

THE ASYMPTOTICALLY OPTIMAL EMPIRICAL BAYES ESTIMATION IN ONE WAY ANOVA MODEL

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作  者:WEI Laisheng (Department of Statistics and Finance, University of Science and Technology of China, Hefei 230026, China) 

出  处:《Systems Science and Mathematical Sciences》1999年第1期13-22,共10页

摘  要:Consider the one-way analysis of variance (ANOVA) model Yij=μ+αi+∈ij,i=1,…,a; j = 1,…,b, ∈ij~N(0, σ2). By using the kernel estimation of multivariate density function and its partial derivatives and making use of the estimators of nuisance parameters μ and σ2, we construct the empirical Bayes (EB) estimators of parameter vector α = (α1,…,αa)T. Under the existence condition of the second order moment on prior distribution, we obtain their asymptotic optimality.Consider the one-way analysis of variance (ANOVA) model Yij=μ+αi+∈ij,i=1,…,a; j = 1,…,b, ∈ij~N(0, σ2). By using the kernel estimation of multivariate density function and its partial derivatives and making use of the estimators of nuisance parameters μ and σ2, we construct the empirical Bayes (EB) estimators of parameter vector α = (α1,…,αa)T. Under the existence condition of the second order moment on prior distribution, we obtain their asymptotic optimality.

关 键 词:ASYMPTOTIC OPTIMALITY empirical BAYES estimation ONE WAY ANOVA model. 

分 类 号:O211[理学—概率论与数理统计]

 

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