Estimating parameters for discrete distributions via the empirical probability generating function

被引:12
作者
Dowling, MM
Nakamura, M
机构
[1] CTR INVEST MATEMAT,GUANAJUATO 36000,GTO,MEXICO
[2] NEIL THALL ASSOCIATES,PIEDMONT CTR 7,ATLANTA,GA 30305
关键词
m-estimators; distributions for counts;
D O I
10.1080/03610919708813381
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We consider parameter estimation for a family of discrete distributions characterized by probability generating functions (pgf's). Kemp and Kemp (1988) suggest estimators based on the empirical probability generating function (epgf); the methods involve solving estimating equations obtained by equating functionals of the epgf and pgf on a fixed, finite set of values. We derive asymptotic theory for these estimators and consider some examples. Graphical techniques based on the theory are shown to be useful for exploratory analysis.
引用
收藏
页码:301 / 313
页数:13
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