尾部限制下两组分混合物的推断
Inference on two component mixtures under tail restrictions
摘要:
许多计量经济学模型可以作为有限混合物进行分析。我们专注于两个组件的混合物,我们表明,他们是nonparametrically点确定的排除限制和尾部限制的组合。我们的识别分析表明,简单的封闭形式估计的成分分布和混合比例,以及规格测试。我们推导出他们的渐近性质尾经验过程的结果,我们提出了一个模拟研究,记录他们的有限样本性能。
英文摘要:
Many econometric models can be analyzed as finite mixtures. We focus on two-component mixtures and we show that they are nonparametrically point identified by a combination of an exclusion restriction and tail restrictions. Our identification analysis suggests simple closed-form estimators of the component distributions and mixing proportions, as well as a specification test. We derive their asymptotic properties using results on tail empirical processes and we present a simulation study that documents their finite-sample performance.
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