INFLATED MODIFIED POWER-SERIES DISTRIBUTIONS WITH APPLICATIONS

被引:31
作者
GUPTA, PL
GUPTA, RC
TRIPATHI, RC
机构
[1] UNIV MAINE,DEPT MATH & STAT,ORONO,ME 04469
[2] UNIV TEXAS,DIV MATH COMP SCI & STAT,SAN ANTONIO,TX 78249
关键词
ZERO INFLATED GENERALIZED POISSON; ZERO INFLATED GENERALIZED NEGATIVE BINOMIAL; MAXIMUM LIKELIHOOD ESTIMATION;
D O I
10.1080/03610929508831621
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
In certain applications involving discrete data, it is sometimes found that X = 0 is observed with a frequency significantly higher than predicted by the assumed model. Zero inflated Poisson, binomial and negative binomial models have been employed in some clinical trials and in some regression analysis problems. In this paper, we study the zero inflated modified power series distributions (IMPSD) which include among others the generalized Poisson and the generalized negative binomial distributions and hence the Poisson, binomial and negative binomial distributions. The structural properties along with the distribution of the sum of independent IMPSD variables are studied. The maximum likelihood estimation of the parameters of the model is examined and the variance-covariance matrix of the estimators is obtained. Finally, examples are presented for the generalized Poisson distribution to illustrate the results.
引用
收藏
页码:2355 / 2374
页数:20
相关论文
共 15 条
[1]   The fit and significance of contagious distributions when applied to observations on larval insects [J].
Beall, G .
ECOLOGY, 1940, 21 (04) :460-474
[2]  
CASELLA G, 1990, STATISTICAL INFERENC
[3]   ON THE GENERALIZED NEGATIVE BINOMIAL-DISTRIBUTION [J].
CONSUL, PC ;
FAMOYE, F .
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 1995, 24 (02) :459-472
[4]   THE USE OF A MIXTURE MODEL IN THE ANALYSIS OF COUNT DATA [J].
FAREWELL, VT ;
SPROTT, DA .
BIOMETRICS, 1988, 44 (04) :1191-1194
[5]   On a general class of "contagious" distributions [J].
Feller, W .
ANNALS OF MATHEMATICAL STATISTICS, 1943, 14 :389-400
[6]   MINIMUM VARIANCE UNBIASED ESTIMATION IN A MODIFIED POWER-SERIES DISTRIBUTION AND SOME OF ITS APPLICATIONS [J].
GUPTA, RC .
COMMUNICATIONS IN STATISTICS PART A-THEORY AND METHODS, 1977, 6 (10) :977-991
[7]  
GUPTA RC, 1974, SANKHYA SER B, V36, P288
[8]  
GUPTA RC, 1985, ENCY STATISTICAL SCI, V5
[9]  
HEILBRON DC, 1989, UNPUB GENERALIZED LI
[10]   ZERO-INFLATED POISSON REGRESSION, WITH AN APPLICATION TO DEFECTS IN MANUFACTURING [J].
LAMBERT, D .
TECHNOMETRICS, 1992, 34 (01) :1-14