Inference for Parameters Defined by Moment Inequalities: A Recommended Moment Selection Procedure

被引:70
|
作者
Andrews, Donald W. K. [1 ]
Barwick, Panle Jia [2 ]
机构
[1] Yale Univ, Cowles Fdn Res Econ, New Haven, CT 06520 USA
[2] MIT, Dept Econ, Cambridge, MA 02142 USA
基金
美国国家科学基金会;
关键词
Asymptotic size; asymptotic power; bootstrap; confidence set; generalized moment selection; moment inequalities; partial identification; refined moment selection; test; unidentified parameter; PARTIALLY IDENTIFIED PARAMETERS; ECONOMETRIC-MODELS; SETS;
D O I
10.3982/ECTA8166
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper is concerned with tests and confidence intervals for parameters that are not necessarily point identified and are defined by moment inequalities. In the literature, different test statistics, critical-value methods, and implementation methods (i.e., the asymptotic distribution versus the bootstrap) have been proposed. In this paper, we compare these methods. We provide a recommended test statistic, moment selection critical value, and implementation method. We provide data-dependent procedures for choosing the key moment selection tuning parameter ? and a size-correction factor ?.
引用
收藏
页码:2805 / 2826
页数:22
相关论文
共 50 条
  • [31] Alternative Models for Moment Inequalities
    Pakes, A.
    ECONOMETRICA, 2010, 78 (06) : 1783 - 1822
  • [32] MOMENT INEQUALITIES AND A MARTIN CONJECTURE
    COMMON, AK
    SPRINGER TRACTS IN MODERN PHYSICS, 1990, 119 : 20 - 25
  • [33] Moment inequalities for spatial processes
    Gao, Jiti
    Lu, Zudi
    Tjostheim, Dag
    STATISTICS & PROBABILITY LETTERS, 2008, 78 (06) : 687 - 697
  • [34] MOMENT INEQUALITIES FOR STOCHASTIC INTEGRALS
    NOVIKOV, AA
    THEORY OF PROBILITY AND ITS APPLICATIONS,USSR, 1971, 16 (03): : 538 - &
  • [35] Moment inference from tomograms
    Day-Lewis, F. D.
    Chen, Y.
    Singha, K.
    GEOPHYSICAL RESEARCH LETTERS, 2007, 34 (22)
  • [36] CAN A RELATIVELY SIMPLE SCREENING-PROCEDURE FOR THE DETECTION OF CHEMICALS WITH ANEUGENIC POTENTIAL BE RECOMMENDED AT THE MOMENT
    MILLER, BM
    MADLE, S
    ALBERTINI, S
    MUTATION RESEARCH, 1994, 304 (02): : 303 - 307
  • [37] Confidence sets for partially identified parameters that satisfy a finite number of moment inequalities
    Rosen, Adam M.
    JOURNAL OF ECONOMETRICS, 2008, 146 (01) : 107 - 117
  • [38] Efficient Moment-Based Inference of Admixture Parameters and Sources of Gene Flow
    Lipson, Mark
    Loh, Po-Ru
    Levin, Alex
    Reich, David
    Patterson, Nick
    Berger, Bonnie
    MOLECULAR BIOLOGY AND EVOLUTION, 2013, 30 (08) : 1788 - 1802
  • [39] Inference for subvectors and other functions of partially identified parameters in moment inequality models
    Bugni, Federico A.
    Canay, Ivan A.
    Shi, Xiaoxia
    QUANTITATIVE ECONOMICS, 2017, 8 (01) : 1 - 38
  • [40] MOMENT INEQUALITIES FOR LINEAR AND NONLINEAR STATISTICS
    Goetze, F.
    Naumov, A. A.
    Tikhomirov, A. N.
    THEORY OF PROBABILITY AND ITS APPLICATIONS, 2020, 65 (01) : 1 - 16