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Existence, uniqueness and consistency of estimation of life characteristics of three-parameter Weibull distribution based on Type-II right censored data.
- Source :
- Journal of Statistical Computation & Simulation; Apr2016, Vol. 86 Issue 6, p1248-1279, 32p
- Publication Year :
- 2016
-
Abstract
- In this paper, we propose a new method of estimation for the parameters and quantiles of the three-parameter Weibull distribution based on Type-II right censored data. The method, based on a data transformation, overcomes the problem of unbounded likelihood. In the proposed method, under mild conditions, the estimates always exist uniquely, and the estimators are also consistent over the entire parameter space. Through Monte Carlo simulations, we further show that the proposed method of estimation performs well compared to some prominent methods in terms of bias and root mean squared error in small-sample situations. Finally, two real data sets are used to illustrate the proposed method of estimation. [ABSTRACT FROM PUBLISHER]
Details
- Language :
- English
- ISSN :
- 00949655
- Volume :
- 86
- Issue :
- 6
- Database :
- Complementary Index
- Journal :
- Journal of Statistical Computation & Simulation
- Publication Type :
- Academic Journal
- Accession number :
- 112191619
- Full Text :
- https://doi.org/10.1080/00949655.2015.1060236