Jackknife empirical likelihood inference for the mean absolute deviation

被引:36
作者
Zhao, Yichuan [1 ]
Meng, Xueping [2 ]
Yang, Hanfang [3 ]
机构
[1] Georgia State Univ, Dept Math & Stat, Atlanta, GA 30303 USA
[2] LexisNexis Risk Solut, Alpharetta, GA 30005 USA
[3] Renmin Univ China, Sch Stat, Beijing, Peoples R China
关键词
Confidence interval; Jackknife empirical likelihood; Mean absolute deviation; CONFIDENCE-INTERVALS;
D O I
10.1016/j.csda.2015.06.001
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In statistics mean absolute deviation plays an important role in measuring spread of a data. In this paper, we focus on using the jackknife, the adjusted and the extended jackknife empirical likelihood methods to construct confidence intervals for the mean absolute deviation of a random variable. The empirical log-likelihood ratio statistic is derived whose asymptotic distribution is a standard chi-square distribution. The results of simulation study show the comparison of the average length and coverage probability by using jackknife empirical likelihood methods and normal approximation method. The proposed adjusted and extended jackknife empirical likelihood methods perform better than other methods, in particular for skewed distributions. We use real data sets to illustrate the proposed jackknife empirical likelihood methods. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:92 / 101
页数:10
相关论文
共 21 条
[1]   JACKKNIFE EMPIRICAL LIKELIHOOD BASED CONFIDENCE INTERVALS FOR PARTIAL AREAS UNDER ROC CURVES [J].
Adimari, Gianfranco ;
Chiogna, Monica .
STATISTICA SINICA, 2012, 22 (04) :1457-1477
[2]  
[Anonymous], CANADIAN J STAT
[3]   Confidence intervals for mean absolute deviations [J].
Bonett, DG ;
Seier, E .
AMERICAN STATISTICIAN, 2003, 57 (04) :233-236
[4]   Adjusted empirical likelihood and its properties [J].
Chen, Jiahua ;
Variyath, Asokan Mulayath ;
Abraham, Bovas .
JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 2008, 17 (02) :426-443
[5]   LARGE SAMPLE THEORY OF SOME MEASURES OF INCOME INEQUALITY [J].
GASTWIRTH, JL .
ECONOMETRICA, 1974, 42 (01) :191-196
[6]   Smoothed jackknife empirical likelihood method for ROC curve [J].
Gong, Yun ;
Peng, Liang ;
Qi, Yongcheng .
JOURNAL OF MULTIVARIATE ANALYSIS, 2010, 101 (06) :1520-1531
[8]   Jackknife Empirical Likelihood [J].
Jing, Bing-Yi ;
Yuan, Junqing ;
Zhou, Wang .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2009, 104 (487) :1224-1232
[9]   EMPIRICAL LIKELIHOOD RATIO CONFIDENCE-REGIONS [J].
OWEN, A .
ANNALS OF STATISTICS, 1990, 18 (01) :90-120
[10]   EMPIRICAL LIKELIHOOD RATIO CONFIDENCE-INTERVALS FOR A SINGLE FUNCTIONAL [J].
OWEN, AB .
BIOMETRIKA, 1988, 75 (02) :237-249