A goodness-of-fit test for the ordered stereotype model

被引:9
|
作者
Fernandez, Daniel [1 ]
Liu, Ivy [1 ]
机构
[1] Victoria Univ Wellington, Sch Math & Stat, POB 600, Wellington 6140, New Zealand
关键词
Goodness-of-fit; Hosmer-Lemeshow test; ordinal data; ordered stereotype model; uneven spacing; LOGISTIC-REGRESSION MODELS; VARIABLES; POWER;
D O I
10.1002/sim.7002
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper presents a new goodness-of-fit test for an ordered stereotype model used for an ordinal response variable. The proposed test is based on the well-known Hosmer-Lemeshow test and its version for the proportional odds regression model. The latter test statistic is calculated from a grouping scheme assuming that the levels of the ordinal response are equally spaced which might be not true. One of the main advantages of the ordered stereotype model is that it allows us to determine a new uneven spacing of the ordinal response categories, dictated by the data. The proposed test takes the use of this new adjusted spacing to partition data. A simulation study shows good performance of the proposed test under a variety of scenarios. Finally, the results of the application in two examples are presented. Copyright (C) 2016 John Wiley & Sons, Ltd.
引用
收藏
页码:4660 / 4696
页数:37
相关论文
共 50 条
  • [41] A goodness-of-fit test for copula densities
    Ghislaine Gayraud
    Karine Tribouley
    TEST, 2011, 20 : 549 - 573
  • [42] AN ALTERNATIVE APPROACH FOR GOODNESS-OF-FIT TEST
    Chen, Zhenmin
    Ye, Chunmiao
    15TH ISSAT INTERNATIONAL CONFERENCE ON RELIABILITY AND QUALITY IN DESIGN, PROCEEDINGS, 2009, : 176 - 179
  • [43] Goodness-of-fit test with a robustness feature
    Jiang, Jiming
    Torabi, Mahmoud
    TEST, 2022, 31 (01) : 76 - 100
  • [44] Goodness-of-fit Test for Directional Data
    Boente, Graciela
    Rodriguez, Daniela
    Gonzalez Manteiga, Wenceslao
    SCANDINAVIAN JOURNAL OF STATISTICS, 2014, 41 (01) : 259 - 275
  • [45] A NOTE ON A GOODNESS-OF-FIT TEST FOR THE LOGISTIC REGRESSION-MODEL
    TSIATIS, AA
    BIOMETRIKA, 1980, 67 (01) : 250 - 251
  • [46] Bootstrap goodness-of-fit test for the beta-binomial model
    Garren, ST
    Smith, RL
    Piegorsch, WW
    JOURNAL OF APPLIED STATISTICS, 2001, 28 (05) : 561 - 571
  • [47] Goodness-of-Fit and Generalized Estimating Equation Methods for Ordinal Responses Based on the Stereotype Model
    Fernandez, Daniel
    McMillan, Louise
    Arnold, Richard
    Spiess, Martin
    Liu, Ivy
    STATS, 2022, 5 (02): : 507 - 520
  • [48] A goodness-of-fit test for the functional linear model with functional response
    Garcia-Portugues, Eduardo
    Alvarez-Liebana, Javier
    Alvarez-Perez, Gonzalo
    Gonzalez-Manteiga, Wenceslao
    SCANDINAVIAN JOURNAL OF STATISTICS, 2021, 48 (02) : 502 - 528
  • [49] A Goodness-of-Fit Test for the Functional Linear Model with Scalar Response
    Garcia-Portugues, Eduardo
    Gonzalez-Manteiga, Wenceslao
    Febrero-Bande, Manuel
    JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 2014, 23 (03) : 761 - 778
  • [50] A goodness-of-fit test for a polynomial errors-in-variables model
    Cheng C.-L.
    Kukush A.G.
    Ukrainian Mathematical Journal, 2004, 56 (4) : 641 - 661