Improved confidence interval for average annual percent change in trend analysis

被引:81
作者
Kim, Hyune-Ju [1 ]
Luo, Jun [2 ]
Chen, Huann-Sheng [3 ]
Green, Don [4 ]
Buckman, Dennis [4 ]
Byrne, Jeffrey [4 ]
Feuer, Eric J. [5 ]
机构
[1] Syracuse Univ, Dept Math, Syracuse, NY 13244 USA
[2] Digit Compass LLC, Mason, OH 45040 USA
[3] NCI, Div Canc Control & Populat Sci, Bethesda, MD 20892 USA
[4] Informat Management Serv Inc, Calverton, MD 20705 USA
[5] NCI, Div Canc Control & Populat Sci, Bethesda, MD 20892 USA
关键词
segmented line regression; joinpoint; confidence interval; empirical distribution; resampling; SEGMENTED REGRESSION; INFERENCE; ALGORITHM; POINT;
D O I
10.1002/sim.7344
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper considers an improved confidence interval for the average annual percent change in trend analysis, which is based on a weighted average of the regression slopes in the segmented line regression model with unknown change points. The performance of the improved confidence interval proposed by Muggeo is examined for various distribution settings, and two new methods are proposed for further improvement. The first method is practically equivalent to the one proposed by Muggeo, but its construction is simpler, and it is modified to use the t-distribution instead of the standard normal distribution. The second method is based on the empirical distribution of the residuals and the resampling using a uniform random sample, and its satisfactory performance is indicated by a simulation study. Copyright (c) 2017 John Wiley & Sons, Ltd.
引用
收藏
页码:3059 / 3074
页数:16
相关论文
共 25 条
  • [1] Estimating average annual per cent change in trend analysis
    Clegg, Limin X.
    Hankey, Benjamin F.
    Tiwari, Ram
    Feuer, Eric J.
    Edwards, Brenda K.
    [J]. STATISTICS IN MEDICINE, 2009, 28 (29) : 3670 - 3682
  • [2] SOME ALGORITHMS FOR LINEAR SPLINE AND PIECEWISE MULTIPLE LINEAR-REGRESSION
    ERTEL, JE
    FOWLKES, EB
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1976, 71 (355) : 640 - 648
  • [3] ASYMPTOTIC DISTRIBUTION THEORY IN SEGMENTED REGRESSION PROBLEMS-IDENTIFIED CASE
    FEDER, PI
    [J]. ANNALS OF STATISTICS, 1975, 3 (01) : 49 - 83
  • [4] HAWKINS DM, 1976, ROY STAT SOC C-APP, V25, P51
  • [5] HINKLEY DV, 1969, BIOMETRIKA, V56, P635, DOI 10.1093/biomet/56.3.635
  • [6] INFERENCE IN 2-PHASE REGRESSION
    HINKLEY, DV
    [J]. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1971, 66 (336) : 736 - 743
  • [7] HUSKOVA M., 1998, COMMENT MATH U CAROL, V39, P147
  • [8] Khodadadi A., 2008, COLLECTION BIOSTATIS
  • [9] Permutation tests for joinpoint regression with applications to cancer rates. vol 19, pg 335, 2000)
    Kim, HJ
    Fay, MP
    Feuer, EJ
    Medthune, DN
    [J]. STATISTICS IN MEDICINE, 2001, 20 (04) : 655 - 655
  • [10] Kim HJ, 2000, STAT MED, V19, P335, DOI 10.1002/(SICI)1097-0258(20000215)19:3<335::AID-SIM336>3.0.CO