Testing for Stochastic Monotonicity

被引:52
|
作者
Lee, Sokbae [1 ]
Linton, Oliver [2 ]
Whang, Yoon-Jae [3 ]
机构
[1] UCL, Dept Econ, London WC1E 6BT, England
[2] London Sch Econ, Dept Econ, London WC2A 2AE, England
[3] Seoul Natl Univ, Dept Econ, Seoul 151742, South Korea
关键词
Distribution function; extreme value theory; Gaussian process; monotonicity; INTERGENERATIONAL EARNINGS MOBILITY; REGRESSION; CONVERGENCE; INDEPENDENCE; DYNAMICS; INDUSTRY; RATES;
D O I
10.3982/ECTA7145
中图分类号
F [经济];
学科分类号
02 ;
摘要
We propose a test of the hypothesis of stochastic monotonicity. This hypothesis is of interest in many applications in economics. Our test is based on the supremum of a rescaled U-statistic. We show that its asymptotic distribution is Gumbel. The proof is difficult because the approximating Gaussian stochastic process contains both a stationary and a nonstationary part, and so we have to extend existing results that only apply to either one or the other case. We also propose a refinement to the asymptotic approximation that we show works much better in finite samples. We apply our test to the study of intergenerational income mobility.
引用
收藏
页码:585 / 602
页数:18
相关论文
共 50 条
  • [41] STOCHASTIC MONOTONICITY IN GENERAL QUEUING-NETWORKS
    SHANTHIKUMAR, JG
    YAO, DD
    JOURNAL OF APPLIED PROBABILITY, 1989, 26 (02) : 413 - 417
  • [42] A Polynomial Lower Bound for Testing Monotonicity
    Belovs, Aleksandrs
    Blais, Eric
    STOC'16: PROCEEDINGS OF THE 48TH ANNUAL ACM SIGACT SYMPOSIUM ON THEORY OF COMPUTING, 2016, : 1021 - 1032
  • [43] Testing monotonicity over graph products
    Halevy, S
    Kushilevitz, E
    AUTOMATA , LANGUAGES AND PROGRAMMING, PROCEEDINGS, 2004, 3142 : 721 - 732
  • [44] Testing for monotonicity in expected asset returns
    Romano, Joseph P.
    Wolf, Michael
    JOURNAL OF EMPIRICAL FINANCE, 2013, 23 : 93 - 116
  • [45] On testing for local monotonicity in deconvolution problems
    Meister, Alexander
    STATISTICS & PROBABILITY LETTERS, 2009, 79 (03) : 312 - 319
  • [46] Monotonicity properties of a class of stochastic inventory systems
    Federgruen, Awi
    Wang, Min
    ANNALS OF OPERATIONS RESEARCH, 2013, 208 (01) : 155 - 186
  • [47] Testing monotonicity over graph products
    Halevy, Shirley
    Kushilevitz, Eyal
    RANDOM STRUCTURES & ALGORITHMS, 2008, 33 (01) : 44 - 67
  • [48] A POLYNOMIAL LOWER BOUND FOR TESTING MONOTONICITY
    Belovs, Aleksandrs
    Blais, Eric
    SIAM JOURNAL ON COMPUTING, 2021, 50 (03) : STOC16406 - STOC16433
  • [49] Distribution-free tests of stochastic monotonicity
    Delgado, Miguel. A.
    Escanciano, Juan Carlos
    JOURNAL OF ECONOMETRICS, 2012, 170 (01) : 68 - 75
  • [50] Monotonicity and Complexity of Multistage Stochastic Variational Inequalities
    Jiang, Jie
    Sun, Hailin
    JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2023, 196 (02) : 433 - 460