Parameter estimation for Burr type XII distribution with differential evolution and quasi-Newton approaches based on progressively Type I interval-censored samples

淡江大學機構典藏 > 商管學院 > 統計學系暨研究所 > 期刊論文 > Item 987654321/113393

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题名:	Parameter estimation for Burr type XII distribution with differential evolution and quasi-Newton approaches based on progressively Type I interval-censored samples
作者:	J Zhu;H Xin;J Sun;Y-Y Fan;C Zheng;T-R Tsai
日期:	2017-09
上传时间:	2018-05-10 12:10:39 (UTC+8)
摘要:	Burr type XII distribution (BXIID) has earned more attention in the fewpast decades because of the flexibility of distribution shape for model fitting. However,no analytical closed formula solutions of the maximum likelihood estimates (MLEs) ofBXIID parameters can be obtained based on progressively type I interval-censored (PTIIC)samples. In this manuscript, the differential evolution algorithm (DE) and quasi-Newtonmethod (QN) are applied to searching the MLEs of BXIID parameters based on PTIICsamples. The performance of DE and QN is evaluated by means of Monte Carlo simu-lations. Simulation results show that the DE outperforms QN in terms of smaller biasand mean squared error (MSE) of the MLEs.
關聯:	ICIC Express Letters B 8(9), p.1299-1306
DOI:	10.24507/icicelb.08.09.1299
显示于类别:	[統計學系暨研究所] 期刊論文

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