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Construction of a Conservative Confidence Region from Projections of an Exact Confidence Region in Multiple Linear Regression

 

作者: DavidM. Nickerson,  

 

期刊: The American Statistician  (Taylor Available online 1994)
卷期: Volume 48, issue 2  

页码: 120-124

 

ISSN:0003-1305

 

年代: 1994

 

DOI:10.1080/00031305.1994.10476038

 

出版商: Taylor & Francis Group

 

关键词: Bonferroni;Scheffè;Working-Hotelling

 

数据来源: Taylor

 

摘要:

The problem of constructing a confidence region for simultaneously estimatingp,p≥ 2, linear regression parameters for which confidence statements can be made on the individual parameters is revisited. Here, an intercept may be included among thepparemeters. The technique is due to Working and Hotelling (1929) and Scheffè (1959) and uses thepseparate projections of the exact (1 – α) 100% confidence ellipsoid (ellipse ifp= 2) to give confidence intervals for each regression parameter. The Cartesian product of thesepconfidence intervals gives ap-dimensional rectangle that contains the confidence ellipsoid and hence has a joint confidence coefficient of at least (1–α). A simple calculus proof is given to determine these projections. The projection procedure is compared with the Bonferroni procedure for this case.

 

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