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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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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.
出处 《Systems Science and Mathematical Sciences》 SCIE EI CSCD 1999年第1期13-22,共10页
关键词 ASYMPTOTIC OPTIMALITY empirical BAYES estimation ONE WAY ANOVA model. Asymptotic optimality, empirical Bayes estimation, one way ANOVA model.
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