The double pareto-lognormal distribution - A new parametric model for size distributions

被引:254
作者
Reed, WJ
Jorgensen, M
机构
[1] Univ Victoria, Dept Math & Stat, Victoria, BC V8W 3P4, Canada
[2] Univ Waikato, Dept Stat, Hamilton, New Zealand
基金
加拿大自然科学与工程研究理事会;
关键词
size distribution; Pareto law; power-law distribution; fat tails; EM algorithm; WWW file size; financial returns;
D O I
10.1081/STA-120037438
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
A family of probability densities, which has proved useful in modelling the size distributions of various phenomens, including incomes and earnings, human settlement sizes, oil-field Volumes and particle sizes, is introduced. The distribution, named herein as the double Pareto-lognormal or dPlN distribution, arises as that of the state of a geometric Brownian motion (GBM), with lognormally distributed initial state, after an exponentially distributed length of time (or equivalently as the distribution of the killed state of such a GBM with constant killing rate). A number of phenomena can be viewed as resulting from such a process (e.g., incomes, settlement sizes), which explains the good fit. Properties of the distribution are derived and estimation methods discussed. The distribution exhibits Paretian (power-law) behaviour in both tails, and when plotted on logarithmic axes, its density exhibits hyperbolic-type behaviour.
引用
收藏
页码:1733 / 1753
页数:21
相关论文
共 22 条
[1]  
Aharony A., 2003, INTRO PERCOLATION TH
[2]   EXPONENTIALLY DECREASING DISTRIBUTIONS FOR LOGARITHM OF PARTICLE-SIZE [J].
BARNDORFFNIELSEN, O .
PROCEEDINGS OF THE ROYAL SOCIETY OF LONDON SERIES A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1977, 353 (1674) :401-419
[3]  
BRAKMAN S, 1999, J REGIONAL SCI, V29, P183
[4]   A MODEL OF INCOME DISTRIBUTION [J].
Champernowne, D. G. .
ECONOMIC JOURNAL, 1953, 63 (250) :318-351
[5]  
Colombi R., 1990, INCOME WEALTH DISTRI, P18
[6]   MAXIMUM LIKELIHOOD FROM INCOMPLETE DATA VIA EM ALGORITHM [J].
DEMPSTER, AP ;
LAIRD, NM ;
RUBIN, DB .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-METHODOLOGICAL, 1977, 39 (01) :1-38
[7]  
Eberlein E, 2001, LEVY PROCESSES: THEORY AND APPLICATIONS, P319
[8]   Zipf's law for cities: An explanation [J].
Gabaix, X .
QUARTERLY JOURNAL OF ECONOMICS, 1999, 114 (03) :739-767
[9]  
Gibrat R., 1931, INEGALITES ECONOMIQU
[10]   Internet - Growth dynamics of the World-Wide Web [J].
Huberman, BA ;
Adamic, LA .
NATURE, 1999, 401 (6749) :131-131