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Bias Correction in the Type I Generalized Logistic Distribution
Authors:B Lagos-Álvarez  M D Jiménez-Gamero  V Alba-Fernández
Institution:1. Department of Statistics , University of Concepción , Concepción, Chile bla@udec.cl;3. Department of Statistics and O. R. , University of Sevilla , Sevilla, Spain;4. Department of Statistics and O. R. , University of Jaén , Jaén, Spain
Abstract:Four strategies for bias correction of the maximum likelihood estimator of the parameters in the Type I generalized logistic distribution are studied. First, we consider an analytic bias-corrected estimator, which is obtained by deriving an analytic expression for the bias to order n ?1; second, a method based on modifying the likelihood equations; third, we consider the jackknife bias-corrected estimator; and fourth, we consider two bootstrap bias-corrected estimators. All bias correction estimators are compared by simulation. Finally, an example with a real data set is also presented.
Keywords:Bias correction  Bootstrap  Jackknife  Maximum likelihood estimator  Type I generalized logistic distribution
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