BETA-NORMAL DISTRIBUTION AND ITS APPLICATIONS

ABSTRACT This paper introduces a general class of distributions generated from the logit of the beta random variable. A special case of this family is the beta-normal distribution. The shape properties of the beta-normal distribution are discussed. Estimation of parameters of the beta-normal distribution by the maximum likelihood method is also discussed. The beta-normal distribution provides great flexibility in modeling not only symmetric heavy-tailed distributions, but also skewed and bimodal distributions. The flexibility of this distribution is illustrated by applying it to two empirical data sets and comparing the results to previously used methods.

[1]  L. Amoroso,et al.  Ricerche intorno alla curva dei redditi , 1925 .

[2]  I. Good THE POPULATION FREQUENCIES OF SPECIES AND THE ESTIMATION OF POPULATION PARAMETERS , 1953 .

[3]  Thomas Park,et al.  Experimental Studies of Interspecies Competition II. Temperature, Humidity, and Competition in Two Species of Tribolium , 1954, Physiological Zoology.

[4]  R. C. Bose,et al.  MOMENTS OF ORDER STATISTICS FROM A NORMAL POPULATION , 1959 .

[5]  P. H. Leslie A stochastic model for two competing species of Tribolium and its application to some experimental data , 1962 .

[6]  P. H. Leslie,et al.  Genetic Strains and Competition in Populations of Tribolium , 1964, Physiological Zoology.

[7]  L. Thurow,et al.  Analyzing the American Income Distribution , 1970 .

[8]  J. Pickands Statistical Inference Using Extreme Order Statistics , 1975 .

[9]  M. Wise Skew Distributions in Biomedicine Including some with Negative Powers of Time , 1975 .

[10]  R. Costantino,et al.  Genetic Analysis of a Population of Tribolium. VI. Polymorphism and Demographic Equilibrium. , 1977, Genetics.

[11]  R. Costantino,et al.  GAMMA DISTRIBUTIONS OF ADULT NUMBERS FOR TRIBOLIUM POPULATIONS IN THE REGION OF THEIR STEADY STATES , 1981 .

[12]  Wayne Nelson,et al.  Applied life data analysis , 1983 .

[13]  James B. McDonald,et al.  Some Generalized Functions for the Size Distribution of Income , 1984 .

[14]  James B. McDonald,et al.  A General Distribution for Describing Security Price Returns , 1987 .

[15]  J. Hosking,et al.  Parameter and quantile estimation for the generalized pareto distribution , 1987 .

[16]  On Generalized Log-Logistic Model for Censored Survival Data , 1988 .

[17]  F. Famoye,et al.  On the Lagrange gamma distribution , 1998 .