Problems with maximum likelihood estimation and the 3 parameter gamma distribution

被引:15
作者
Bowman, KO
Shenton, LR
机构
[1] Oak Ridge Natl Lab, Div Math & Comp Sci, Oak Ridge, TN 37831 USA
[2] Univ Georgia, Dept Stat, Athens, GA 30602 USA
关键词
continued fractions; divergent series; location parameter; polygamma functions; Psi function; Riemann zeta function; Taylor series; variances;
D O I
10.1080/00949650213534
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The three parameters involved are scale a , shape rho, and location s . Maximum likelihood estimators are ((a) over cap, (rho) over cap, (s) over cap) . Using recent work on the second order variances, skewness, and kurtosis we establish the facts, that if the location parameter s is to be estimated, then the asymptotic variances only exist if rho>2, asymptotic skewness only exists if rho>3, and 2nd order variances and third order fourth central moments only exist if rho>4. The result of these limitations is that in general very large sample sizes may be needed to avoid inference problems. We also include new continued fractions for the asymptotic covariances of the maximum likelihood estimators considered.
引用
收藏
页码:391 / 401
页数:11
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