On estimation for monotone dose-response curves

被引:18
作者
Lee, CIC
机构
关键词
generalized studentized maximum modulus; isotonic regression; maximum likelihood estimate; simultaneous confidence band; studentized maximum modulus;
D O I
10.2307/2291730
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Estimating monotone dose-response curves with independent, normal errors has been studied in detail in the literature. A simple procedure using a generalization of the studentized maximum modulus technique is proposed for constructing confidence bands for monotone regression functions. This procedure is shown to compare well with its predecessors. The center of this smooth and efficient confidence band is then used to estimate a smooth monotone regression function. its pointwise mean squared errors compare favorably with the maximum likelihood estimate, a weighted average of the isotonic regression and the least squares line, and the rank-transformed regression. A numerical example of a binding inhibition assay is included to illustrate the proposed interval and point estimation procedures.
引用
收藏
页码:1110 / 1119
页数:10
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