Literature DB >> 27313189

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

Daniel Fernández1, Ivy Liu2.   

Abstract

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 © 2016 John Wiley & Sons, Ltd. Copyright © 2016 John Wiley & Sons, Ltd.

Keywords:  Goodness-of-fit; Hosmer-Lemeshow test, ordinal data; ordered stereotype model; uneven spacing

Mesh:

Year:  2016        PMID: 27313189     DOI: 10.1002/sim.7002

Source DB:  PubMed          Journal:  Stat Med        ISSN: 0277-6715            Impact factor:   2.373


  3 in total

1.  In-depth mining of clinical data: the construction of clinical prediction model with R.

Authors:  Zhi-Rui Zhou; Wei-Wei Wang; Yan Li; Kai-Rui Jin; Xuan-Yi Wang; Zi-Wei Wang; Yi-Shan Chen; Shao-Jia Wang; Jing Hu; Hui-Na Zhang; Po Huang; Guo-Zhen Zhao; Xing-Xing Chen; Bo Li; Tian-Song Zhang
Journal:  Ann Transl Med       Date:  2019-12

2.  Assigning scores for ordered categorical responses.

Authors:  Daniel Fernández; Ivy Liu; Roy Costilla; Peter Yongqi Gu
Journal:  J Appl Stat       Date:  2019-10-09       Impact factor: 1.416

3.  A method for ordinal outcomes: The ordered stereotype model.

Authors:  Daniel Fernandez; Ivy Liu; Roy Costilla
Journal:  Int J Methods Psychiatr Res       Date:  2019-09-30       Impact factor: 4.035

  3 in total

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