Estimation of the income distribution and detection of subpopulations: An explanatory model
نویسندگان
چکیده
Empirical evidence, obtained from nonparametric estimation of the income distribution, exhibits strong heterogeneity in most populations of interest. It is common, therefore, to suspect that the population is composed of several homogeneous subpopulations. Such an assumption leads us to consider mixed income distributions whose components feature the distributions of the incomes of a particular homogeneous subpopulation. We develop a model with mixing probabilities that are allowed to vary with exogenous individual variables that characterize each subpopulation. This model simultaneously provides a flexible estimation of the income distribution, a breakdown into several subpopulations and an explanation of income heterogeneity. JEL classification : C13, D31 Key-words : income distribution, mixture models.
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ورودعنوان ژورنال:
- Computational Statistics & Data Analysis
دوره 51 شماره
صفحات -
تاریخ انتشار 2007