Random Weighting Empirical Distribution Function and its Applications to Goodness-of-Fit Testing

被引:2
作者
He, Daojiang [1 ]
Xu, Kai [1 ]
Xu, Xingzhong [2 ]
机构
[1] Anhui Normal Univ, Dept Stat, Wuhu 241000, Peoples R China
[2] Beijing Inst Technol, Sch Math, Beijing 100081, Peoples R China
基金
中国国家自然科学基金;
关键词
EDF; Goodness-of-fit test; Power performance; Random weighting; APPROXIMATION; SAMPLE;
D O I
10.1080/03610918.2013.835408
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
In this article, a randomized estimator of the empirical distribution function (EDF) called random weighting empirical distribution function (RWEDF) is introduced, one special case of which is just equivalent to the Bayesian bootstrap. The consistency of the RWEDF is established under certain conditions. By substituting this new EDF for the classical EDF, we obtain new versions of some EDF test statistics for goodness-of-fit. The simulation results show that the new tests are more powerful than the corresponding tests based on the classical EDF under some cases.
引用
收藏
页码:1441 / 1452
页数:12
相关论文
共 28 条
[1]   SOME MINIMAX INVARIANT PROCEDURES FOR ESTIMATING A CUMULATIVE DISTRIBUTION FUNCTION [J].
AGGARWAL, OP .
ANNALS OF MATHEMATICAL STATISTICS, 1955, 26 (03) :450-463
[2]   A TEST OF GOODNESS OF FIT [J].
ANDERSON, TW ;
DARLING, DA .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1954, 49 (268) :765-769
[3]  
[Anonymous], 1939, Bull. Mosc. Univ, DOI DOI 10.12691/AJSSM-2-1-2
[4]  
[Anonymous], 2017, Goodness-of-Fit-Techniques, DOI DOI 10.1201/9780203753064
[5]  
Cramér H, 1928, SKAND AKTUARIETIDSKR, V11, P141
[6]   ASYMPTOTIC MINIMAX CHARACTER OF THE SAMPLE DISTRIBUTION FUNCTION AND OF THE CLASSICAL MULTINOMIAL ESTIMATOR [J].
DVORETZKY, A ;
KIEFER, J ;
WOLFOWITZ, J .
ANNALS OF MATHEMATICAL STATISTICS, 1956, 27 (03) :642-669
[7]   Generalizations of the δ-corrected Kolmogorov-Smirnov goodness-of-fit test [J].
Feltz, CJ .
AUSTRALIAN & NEW ZEALAND JOURNAL OF STATISTICS, 1998, 40 (04) :407-413
[8]   GOODNESS-OF-FIT TESTS BASED ON P-P PROBABILITY PLOTS [J].
GAN, FF ;
KOEHLER, KJ .
TECHNOMETRICS, 1990, 32 (03) :289-303
[9]  
GREEN JR, 1976, J AM STAT ASSOC, V71, P204
[10]   MODIFIED KOLMOGOROV-SMIRNOV TESTS OF GOODNESS OF FIT [J].
HARTER, HL ;
KHAMIS, HJ ;
LAMB, RE .
COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 1984, 13 (03) :293-323