The interpretation of Mallows's C-p-statistic

被引:78
作者
Gilmour, SG [1 ]
机构
[1] UNIV READING, DEPT APPL STAT, READING RG6 6FN, BERKS, ENGLAND
关键词
multiple regression; multivariate F-distribution; variable selection;
D O I
10.2307/2348411
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
When selecting variables in multiple-regression studies, the model with the lowest value of Mallows's C-p-statistic is often chosen. It is shown here that when the estimate of sigma(2) comes from the full model an adjusted C-p, (C) over bar(p), has the property that E((C) over bar(p)) = p. It Is suggested that a procedure be adopted which involves testing whether) It is model with minimum (C) over bar(p) is really better than a simpler model. Tables approximating the null distribution of the test statistics are given.
引用
收藏
页码:49 / 56
页数:8
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