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研究生:張永寬
研究生(外文):Yoeng-Kuan Chang
論文名稱:雙尾設限資料的尺度參數之研究
論文名稱(外文):On Statistical Inference for Scale Parameter with Doubly Censored Data
指導教授:黃登源黃登源引用關係童甲春童甲春引用關係
指導教授(外文):Deng-Yuan HuangChia-Chun Tung
學位類別:博士
校院名稱:國立政治大學
系所名稱:統計學系
學門:數學及統計學門
學類:統計學類
論文種類:學術論文
論文出版年:1999
畢業學年度:87
語文別:英文
論文頁數:41
中文關鍵詞:韋伯分配的形狀參數型II雙尾設限資料極值分配常態分配
外文關鍵詞:Shape parameter of Weibull distributionTrimmed meanWinsorized meanType II doubly censored dataGeneralized Tukey lambda distributionExtreme value distributionNormal distributionGenerating random variates
相關次數:
  • 被引用被引用:3
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本論文主旨在研究雙尾設限資料的尺度參數估計式的統計性質與應用。這個估計式適用一般的位置-尺度分配(location-scale distributions),並且它的變異數有一個容易使用的解析式。應用時,可以先固定樣本數與左尾設限數,然後控制變異數小於預設值,就可以決定右尾設限數。有關不對稱的壽命資料,作者將處理韋伯分配(Weibull distributions)形狀參數的推估問題;這等同於處理極值分配(extreme-value distributions)尺度參數的推估問題。有關對稱的隨機資料,作者將分別導出trimmed mean與Winsorized mean的標準誤的解析式,並以常態分配為例,研究統計量的性質。另外,論文中經常用到順序統計量的期望值、變異數與共變異數,也將提出一般的近似公式。
In this article, we will study a robust scale estimator for location-scale distributions with Type II doubly censored data. Its standard error will be derived analytically. Determining censoring numbers under controlling the standard error is studied. For asymmetric distributions, an estimator of the shape parameter of the Weibull distribution will be discussed. Equivalently, we will study the estimator of the scale parameter of Extreme Value distribution. For symmetric distributions, the standard errors of trimmed mean and Winsorized mean will be studied. Some analytical expressions for the means, variances, and covariances of order statistics are derived for our estimators. In the cases of the standard Extreme Value distribution and the standard normal distribution are also discussed.
COVER
ABSTRACT
CONTENTS
TABLES
FIGURES
1.Introduction
2.Generalized Tukey λ Distributions and Moments of Order Statistics
3.Inference for Shape Parameter on Weibull Distributions with Doubly Censored Data
4.Inference for Trimmed Mean and Winsorized Mean on Symmetric Location-Scale Distributions with Doubly Censored Data
5.Conclusions
References
REFERENCES
[1] Arnold, B. C., Balakrishnan, N. and Ngaraja, H. N.
(1992), A First Course in Order Statistics, John Wiley &
Sons, Inc.
[2] Bain, L. J. (1972), "Inferences Based on Censored
Sampling From the Weibull or Extreme-Value
Distribution," Technometrics, 14, 693-702.
[3] Bain, L. J. and Engelhadrt, M. (1991), Statistical Analysis
of Reliability and Life- Testing Models, second edition,
Marcel Dekker, Inc.
[4] Balakrishnan, N. and Cohen, A. C. (1990), Order
Statistics and Inference -- Estimation Methods, Academic
Press, Inc.
[5] Balakrishnan, N. and Chan, P. S. (1992), "Order Statistics
from Extreme Value Distribution, I: Tables of Means,
Variances and Covariances," Commun. Statist.-- Simula.,
21(4), 1199-12117.
[6] Bryson, M. C. and Siddiqui, M. M. (1969), "Some
Criteria for Aging", Journal of the American Statistical
Association, 64, 1472-1483.
[7] David, H. A. (1981), Order Statistics, second edition,
John Wiley & Sons, Inc.
[8] Engelhardt, M. (1975), "On Simple Estimation of the
Parameters of the Weibull or Extreme-Value Distribution,"
Technometrics, 17, 369-374.
[9] Engelhardt, M. and Bain, L. J. (1973), "Some Complete
and Censored Sampling Results for the Weibull or
Extreme-Value Distribution," Technometrics, 15, 541-549.
[10] Engelhardt, M. and Bain, L. J. (1974), "Some Results on
Point Estimation for the Two-Parameter Weibull or
Extreme-Value Distribution," Technometrics, 16, 49-56.
[11] Harter, H. L. and Balakrishnan, N. (1996), CRC
Handbook of Tables for the Use of Order Statistics in
Estimation, CRC Press, Inc.
[12] Hoaglin, D. C., Mosteller, F. and Tukey, J. W. (editors)
(1983), Understanding robust and exploratory data
analysis, John Wiley & Sons, Inc.
[13] Huang, D.Y. and Lin, C. C. (1997), "Multiple Decision
Procedures for Testing Homogeneity of Normal Means
With Unequal Unknown Variances," Advances in
Statistical Decision Theory and Applications (eds., S.
Panchapakesan and N.Balakrishnan) Birkhauser, Boston.
[14] Johnson, N. L., Kotz, S. and Balakrishnan, N. (1995),
Continuous Univariate Distributions, Vol. I & II, second
edition, John Wiley & Sons, Inc.
[15] Lawless, J. F. (1981), Statistical Models and Methods
for Lifetime Data, John Wiley & Sons, Inc.
[16] Lehmann, E. L. (1983), Theory of Point Estimation,
John Wiley & Sons, Inc.
[17] Mann, N.R. , Scheuer, E.M. , and Singpurwalla, N. D.
(1974), Methods for Statistical Analysis of Reliability and
life data, John Wiley & Sons, Inc.
[18] Nelson, W. (1982), Applied life Data Analysis, John
Wiley & Sons, Inc.
[19] White, J. S. (1969), "The Moments of log-Weibull Order
Statistics," Technometrics, 11, 373-386.
[20] Wolfram, S. (1988), MathematicaTM -- A System for
Doing Mathematics by Computer, Addison-Wesley
Publishing Company.
TABLES
1. Values of A(r,s,n) 21
2. Values of for n = 43, r = 0(1)5 and s = 0(1)6 25
3. Values of C.V. of for n = 43, r = 0(1)5 and s = 0(1)6 26
4. Values of C.V. of for n = 19, r = 0(1)5 and s = 0(1)5 27
5. Relative efficiency of variance and asymptotic variance
of Trimmed mean under normal distribution 36
6. Simulated data from N(60,100) 37
7. Estimates of normal distribution parameters 38
FIGURES
1. Probability density function of Weibull distributions 12
2. Hazard rate function of Weibull distributions 12
3. Variances of order statistics of standard extreme value distribution 13
4. Lifetime interval of Y(n-s,n)-Y(i:n) 15
5. Standara extreme value distribution Z 17
6. Generalized Tukey lambda distribution T 17
7. Comparison of Z and T 18
8. Histogram of example 1 (5 lasses) 24
9. Histogram of example 1 (7 lasses) 24
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