Calculation of maximum entropy densities with application to income distribution

被引:125
作者
Wu, XM [1 ]
机构
[1] Univ Calif Berkeley, Dept Agr & Resource Econ, Berkeley, CA 94720 USA
[2] Univ Guelph, Dept Econ, Guelph, ON N1G 2W1, Canada
关键词
maximum entropy; density estimation; sequential updating; income distribution;
D O I
10.1016/S0304-4076(03)00114-3
中图分类号
F [经济];
学科分类号
02 ;
摘要
The maximum entropy approach is a flexible and powerful tool for density approximation. This paper proposes a sequential updating method to calculate the maximum entropy density subject to known moment constraints. Instead of imposing the moment constraints simultaneously, the sequential updating method incorporates the moment constraints into the calculation from lower to higher moments and updates the density estimates sequentially. The proposed method is employed to approximate the size distribution of U.S. family income. Empirical evidence demonstrates the efficiency of this method. (C) 2003 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:347 / 354
页数:8
相关论文
共 13 条
[1]   National toxicology program studies: Principles of dose selection and applications to mechanistic based risk assessment [J].
Bucher, JR ;
Portier, CJ ;
Goodman, JI ;
Faustman, EM ;
Lucier, GW .
FUNDAMENTAL AND APPLIED TOXICOLOGY, 1996, 31 (01) :1-8
[2]  
GOLAN A, 1996, MASIMUM ENTROPY ECON
[3]  
Hawkins R.J., 1997, ADV ECONOMETRICS, V12, P277
[4]   INFORMATION THEORY AND STATISTICAL MECHANICS [J].
JAYNES, ET .
PHYSICAL REVIEW, 1957, 106 (04) :620-630
[5]   MAXIMUM-ENTROPY IN THE PROBLEM OF MOMENTS [J].
MEAD, LR ;
PAPANICOLAOU, N .
JOURNAL OF MATHEMATICAL PHYSICS, 1984, 25 (08) :2404-2417
[6]  
Ormoneit D., 1999, Econometric Reviews, V18, P127
[7]   Entropy densities with an application to autoregressive conditional skewness and kurtosis [J].
Rockinger, M ;
Jondeau, E .
JOURNAL OF ECONOMETRICS, 2002, 106 (01) :119-142
[8]   INFORMATION DISTINGUISHABILITY WITH APPLICATION TO ANALYSIS OF FAILURE DATA [J].
SOOFI, ES ;
EBRAHIMI, N ;
HABIBULLAH, M .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1995, 90 (430) :657-668
[9]   A simple nonparametric approach to derivative security valuation [J].
Stutzer, M .
JOURNAL OF FINANCE, 1996, 51 (05) :1633-1652
[10]   CALCULATION OF MAXIMUM-ENTROPY DISTRIBUTIONS AND APPROXIMATION OF MARGINAL POSTERIOR DISTRIBUTIONS [J].
ZELLNER, A ;
HIGHFIELD, RA .
JOURNAL OF ECONOMETRICS, 1988, 37 (02) :195-209