Alternative Outlier Model

!OUTLIER

The !OUTLIER qualifier invokes a partial implementation of research by Alison Smith, Ari Verbyla and Brian Cullis. With this qualifier, ASReml writes
  • G-1u and G-1u/ sqrt(diag( G-1- G-1 CZZ G-1)) to the .sln file,
  • and R-1e/ sqrt(diag( R-1- R-1 WC-1W' R-1)) to the .yht file,
  • and copies lines where the last ratio exceeds 3 in magnitude to the .res file
  • and reports the number of such lines to the .asr file.

    This is definitely work in progress but is a better measure than the simple 'outlier' report in the .res file. That report is based on a simplistic variance calculated directly from the residuals and so does not recognise any variance heterogeneity structure which might be present/modelled. While this !OUTLIER procedure is not fully validated, and a rigorus assessment criterion has not been established, it is helpful in a general sense.

    When an outlier is suspected, the out() model term function may be used to more formally assess it.
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