Bootstrap generated confidence interval for time averaged measure

被引:0
|
作者
Park, Jinsoo [1 ]
Lee, Haneul [2 ]
Kim, Yun Bae [2 ]
机构
[1] Yong Univ, Sch Management & Adm, Yongin, South Korea
[2] Sungkyunkwan Univ, Sch Engn, Suwon, South Korea
关键词
Simulation output analysis; confidence interval; time averaged measure; bootstrap;
D O I
10.1142/S1793962315500300
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In the simulation output analysis, there are some measures that should be calculated by time average concept such as the mean queue length. Especially, the confidence interval of those measures might be required for statistical analysis. In this situation, the traditional method that utilizes the central limit theorem (CLT) is inapplicable if the output data set has autocorrelation structure. The bootstrap is one of the most suitable methods which can reflect the autocorrelated phenomena in statistical analysis. Therefore, the confidence interval for a time averaged measure having autocorrelation structure can also be calculated by the bootstrap methods. This study introduces the method that constructs these confidence intervals applying the bootstraps. The bootstraps proposed are the threshold bootstrap (TB), the moving block bootstrap (MBB) and stationary bootstrap (SB). Finally, some numerical examples will be provided for verification.
引用
收藏
页数:9
相关论文
共 50 条
  • [1] Bootstrap Algorithm of Confidence Interval and Application
    Su Lianta
    [J]. RECENT ADVANCE IN STATISTICS APPLICATION AND RELATED AREAS, PTS 1 AND 2, 2011, : 1350 - 1353
  • [2] Bootstrap confidence interval for a correlation curve
    Nilsson, William
    del Barrio Castro, Tomas
    [J]. STATISTICS & PROBABILITY LETTERS, 2012, 82 (01) : 1 - 6
  • [3] Bootstrap confidence interval estimates of the bullwhip effect
    Hsieh, Kun-Lin
    Chen, Yan-Kwang
    Shen, Ching-Cheng
    [J]. SIMULATION MODELLING PRACTICE AND THEORY, 2007, 15 (08) : 908 - 917
  • [4] An exact bootstrap confidence interval for κ in small samples
    Klar, N
    Lipsitz, SR
    Parzen, M
    Leong, T
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES D-THE STATISTICIAN, 2002, 51 : 467 - 478
  • [5] Bootstrap optical flow confidence and uncertainty measure
    Kybic, Jan
    Nieuwenhuis, Claudia
    [J]. COMPUTER VISION AND IMAGE UNDERSTANDING, 2011, 115 (10) : 1449 - 1462
  • [6] Bootstrap confidence interval for the median failure time of three-parameter Weibull distribution
    Ibrahim, N. A.
    Kudus, A.
    [J]. WORLD CONGRESS ON ENGINEERING 2007, VOLS 1 AND 2, 2007, : 836 - +
  • [7] BOOTSTRAP ESTIMATE OF THE VARIANCE AND CONFIDENCE-INTERVAL OF KAPPA
    FUNG, KP
    LEE, J
    [J]. BRITISH JOURNAL OF INDUSTRIAL MEDICINE, 1991, 48 (07): : 503 - 504
  • [8] BOOTSTRAP CONFIDENCE INTERVAL OF OPTIMAL AGE REPLACEMENT POLICY
    Tokumoto, Shunsuke
    Dohi, Tadashi
    Yun, Won Young
    [J]. INTERNATIONAL JOURNAL OF RELIABILITY QUALITY AND SAFETY ENGINEERING, 2014, 21 (04)
  • [9] STANDARD BOOTSTRAP CONFIDENCE-INTERVAL ESTIMATES OF CPK
    WASSERMAN, GS
    FRANKLIN, LA
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 1992, 22 (02) : 171 - 176
  • [10] STANDARD BOOTSTRAP CONFIDENCE-INTERVAL ESTIMATES OF CPK
    FRANKLIN, LA
    WASSERMAN, G
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 1991, 21 (1-4) : 129 - 133