faosorios / outlier_GEE

Gradient test statistic for outlier detection in GEE

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The gradient test statistic for outlier detection in generalized estimating equations

R gee DOI

Supplementary material to The gradient test statistic for outlier detection in generalized estimating equations by Felipe Osorio, Angelo Garate and Cibele Russo (Statistics & Probability Letters. 209, 110087. DOI: 10.1016/j.spl.2024.110087)

Code tested on:

  • R under development (2022-01-27 r81578), running Linux Zorin 16 (64 bits)
  • R version 3.3.0, running OS X 10.13.4 (64 bits)

Attached packages: gee 4.13-20

CONTENTS:

  • case_study/case_GUIDE.R: R commands for the analysis of GUIDE dataset (described/analyzed at Section 4 from manuscript).
  • case_study/case_LIMA.R: R commands for the analysis of Lima and Sanudo dataset (described/analyzed in Appendix E from supplementary material).
  • code/influenceGEE_logit.R: R functions to compute diagnostic measures for GEE (specific for the logistic model).
  • code/influenceGEE_norm.R: R functions to compute diagnostic measures for GEE (specific for the gaussian model, used in Appendix E).
  • data/guide.rda: urinary incontinence in elderly patients (GUIDE) dataset, in RDA format.
  • data/guide.txt: urinary incontinence in elderly patients (GUIDE) dataset, in text format. Extracted from http://www.bios.unc.edu/~preisser/personal/uidata/
  • data/lima.rda: Lima and Sanudo dataset, in RDA format.
  • data/lima.csv: Lima and Sanudo dataset, in CSV format.
  • README.md: this file.

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Gradient test statistic for outlier detection in GEE


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