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Jackknife-Based Estimators and Confidence Regions in Nonlinear Regression

 

作者: JeffreyS. Simonoff,   Chih-Ling Tsai,  

 

期刊: Technometrics  (Taylor Available online 1986)
卷期: Volume 28, issue 2  

页码: 103-112

 

ISSN:0040-1706

 

年代: 1986

 

DOI:10.1080/00401706.1986.10488111

 

出版商: Taylor & Francis Group

 

关键词: Curvature effects;Outliers;Leverage points

 

数据来源: Taylor

 

摘要:

The properties of several jackknife-based estimators are investigated in the context of the nonlinear regression model. These estimators are suggested to overcome lack of balance of the design and the nonlinearity of the model. It is shown that a reweighted estimator combined with a modified variance estimate provides a technique that is reasonably robust with respect to outliers, leverage points, and curvature effects. Several examples are presented to illustrate these properties.

 

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