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Inference Robustness vs. Criterion Robustness: An Example
Authors:K H Pollock
Abstract:The two distinct concepts of inference and criterion robustness are illustrated with a simple example based on the one-parameter exponential model. The study of inference and criterion robustness of point and interval estimators of the population mean under a more general exponential power model involves simple but fascinating distribution theory. This example could be usefully exploited in elementary mathematical statistics courses, where the topic of robustness is often neglected.
Keywords:Criterion robustness  Inference robustness  Exponential power distributions  Generalized gamma distributions
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