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Estimation for two-parameter weibull distribution and extreme-value distribution under multiply type-II censoring
Authors:Heliang Fei  Fanhui Kong  Yingcai Tang
Institution:1. Department of Mathematics , Shanghai Normal University , Shanghai, 200234, China;2. Department of Mathematics and Statistics , University of Maryland Baltimore County , Baltimore, MD, 21228, USA
Abstract:Compared to Type-II censoring, multiply Type-II censoring is a more general, yet mathematically and numerically much more complicated censoring scheme. For multiply Type II censored data from a two-parameter Weibull distribution, we propose several estimators, including MLE, approximate MLE, and estimators corresponding to the BLUE and BLIE from estimating parameters in extreme-value distribution. An approximately unbiased estimator for the shape parameter is also proposed which has the smallest MSE. Numerical examples show that this estimator is the best in terms of bias and MSE. Numerical examples also show that the approximate MLE which admits a closed form is better for estimating the scale parameter.
Keywords:Weibull distribution  extreme-value distribution  multiply type II censoring  MLE  approximate MLE  BLUE  BLIE
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