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Xavier Robin edited this page Jan 21, 2014 · 8 revisions

Small-scale project for the short- to medium-term

  • Input: grouped data (table)
  • Comparison of 1 ROC curve (against the diagonal)
  • Implement 'mean' function to average ROC curves (Fawcett, section 8, algos 3 & 4)
  • pAUC with DeLong
  • ci.auc delong: with qgumbel to compute interval bounds rather than qnorm
  • update.roc function to modify a parameter (response, predictor, formula, … ?) of a roc curve
  • X plot (sensitivity and specificity as a function of the threshold)
  • Matthews correlation coefficient in coords.

Large-scale project for the long term:

  • Multiclass ROC curve:
    • CI for Multi-class AUC
    • Multiclass ROC (VUS)
  • Multireader, multicase ROC analysis (see for instance this paper)
  • Time dependent AUC (the survAUC CRAN package already provides a basic implementation)

If you would like a new feature to be added to the list, please open a new issue