Methods for generating families of univariate continuous distributions in the recent decades

被引:101
作者
Lee, Carl [1 ]
Famoye, Felix [1 ]
Alzaatreh, Ayman Y. [1 ]
机构
[1] Cent Michigan Univ, Dept Math, Mt Pleasant, MI 48859 USA
来源
WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS | 2013年 / 5卷 / 03期
关键词
beta family; composite distribution; exponentiated family; generalized distribution; Kw-generated family; Pearson system; quantile method; skew distribution; T-X family;
D O I
10.1002/wics.1255
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
There has been a renewed interest in developing more flexible statistical distributions in recent decades. A major milestone in the methods for generating statistical distributions is undoubtedly the system of differential equation approach. There is a recent renewed interest in generating skewed distributions. Generally speaking, themethods developed prior to 1980s may be summarized into three categories: (1) method of differential equation, (2) method of transformation, and (3) quantile method. Techniques developed since 1980s may be categorized as 'methods of combination' for the reason that these methods attempt to combine existing distributions into new distributions or adding new parameters to an existing distribution. This article discusses five general methods of combination and their variations. These five are (1) method of generating skew distributions, (2) method of adding parameters (e.g., exponentiation), (3) beta generated method, (4) transformed-transformer method, and (5) composite method. (C) 2013 Wiley Periodicals, Inc.
引用
收藏
页码:219 / 238
页数:20
相关论文
共 154 条
[1]   A general class of univariate skew distributions considering Stein's lemma and infinite divisibility [J].
Abtahi, A. ;
Behboodian, J. ;
Sharafi, M. .
METRIKA, 2012, 75 (02) :193-206
[2]   An appropriate empirical version of skew-normal density [J].
Abtahi, A. ;
Towhidi, M. ;
Behboodian, J. .
STATISTICAL PAPERS, 2011, 52 (02) :469-489
[3]   The beta-Pareto distribution [J].
Akinsete, Alfred ;
Famoye, Felix ;
Lee, Carl .
STATISTICS, 2008, 42 (06) :547-563
[4]   Generalized beta-generated distributions [J].
Alexander, Carol ;
Cordeiro, Gauss M. ;
Ortega, Edwin M. M. ;
Maria Sarabia, Jose .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2012, 56 (06) :1880-1897
[5]  
ALSHAWRBEH E, 2012, JPSS, V10, P41
[6]  
Alzaatreh A, NEW METHOD GEN UNPUB
[7]  
Alzaatreh A, 2013, COMMUN STATTHEORY ME, V42, P1
[8]  
Alzaatreh A, GAMMA NORMAL D UNPUB
[9]   Gamma-Pareto Distribution and Its Applications [J].
Alzaatreh, Ayman ;
Famoye, Felix ;
Lee, Carl .
JOURNAL OF MODERN APPLIED STATISTICAL METHODS, 2012, 11 (01) :78-94
[10]   On the discrete analogues of continuous distributions [J].
Alzaatreh, Ayman ;
Lee, Carl ;
Famoye, Felix .
STATISTICAL METHODOLOGY, 2012, 9 (06) :589-603