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Generalized leverage and its applications. (English) Zbl 0905.62070

Summary: The generalized leverage of an estimator is defined in regression models as a measure of the importance of individual observations. We derive a simple but powerful result, developing an explicit expression for leverage in a general \(M\)-estimation problem, of which the maximum likelihood problems are special cases. A variety of applications are considered, most notably to the exponential family nonlinear models. The relationship between leverage and local influence is also discussed. Numerical examples are given to illustrate our results.

MSC:

62J02 General nonlinear regression
62J20 Diagnostics, and linear inference and regression
62J05 Linear regression; mixed models
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