A PRACTICAL TWO-STEP METHOD FOR TESTING MOMENT INEQUALITIES

被引:61
作者
Romano, Joseph P. [1 ]
Shaikh, Azeem M. [2 ]
Wolf, Michael [3 ]
机构
[1] Stanford Univ, Dept Stat, Stanford, CA 94305 USA
[2] Univ Chicago, Dept Econ, Chicago, IL 60637 USA
[3] Univ Zurich, Dept Econ, CH-8032 Zurich, Switzerland
基金
美国国家科学基金会;
关键词
Bonferonni inequality; bootstrap; moment inequalities; partial identification; uniform validity; IDENTIFIED ECONOMETRIC-MODELS; INFERENCE; PARAMETERS; BOOTSTRAP; SET; SELECTION; VALIDITY; SIZE;
D O I
10.3982/ECTA11011
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper considers the problem of testing a finite number of moment inequalities. We propose a two-step approach. In the first step, a confidence region for the moments is constructed. In the second step, this set is used to provide information about which moments are negative. A Bonferonni-type correction is used to account for the fact that, with some probability, the moments may not lie in the confidence region. It is shown that the test controls size uniformly over a large class of distributions for the observed data. An important feature of the proposal is that it remains computationally feasible, even when the number of moments is large. The finite-sample properties of the procedure are examined via a simulation study, which demonstrates, among other things, that the proposal remains competitive with existing procedures while being computationally more attractive.
引用
收藏
页码:1979 / 2002
页数:24
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