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Bias of the Maximum Likelihood Estimator of the Generalized Rayleigh Distribution

Posted on:2013-03-05Degree:M.AType:Thesis
University:University of Victoria (Canada)Candidate:Ling, XiaoFull Text:PDF
GTID:2450390008980310Subject:Statistics
Abstract/Summary:
We derive analytic expressions for the biases, to O( n-1) of the maximum likelihood estimators of the parameters of the generalized Rayleigh distribution family. Using these expressions to bias-correct the estimators is found to be extremely effective in terms of bias reduction, and generally results in a small reduction in relative mean squared error. In general, the analytic bias-corrected estimators are also found to be superior to the alternative of bias-correction via the bootstrap.
Keywords/Search Tags:Estimators
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