- Title

- Motivation #1

- Motivation #2

- Confusion Matrix

- ... illustrated with an ROC plot of 3 hypothetical classifiers

- output of a parameterized classifier (Naive Bayes)

- ROC curve of this parameterized classifier

- Traditional Uses of ROC Plots

- Analytical Properties of ROC Plots

- ... illustrated with an ROC plot of 3 hypothetical classifiers

- Dominance illustrated with 3 ROC curves

- Equivalence illustrated with 3 ROC curves

- Convex Hull illustrated with 2 ROC curves

- Convex Hull of a single ROC curve

- Application of ROC ideas to Machine Learning

- ROC curves from 2 cross-validation folds

- these two curves "averaged" by combining the underlying data

- Optimal Keyphrase Extraction

- ... illustrated

- Conclusion: Implications for Machine Learning Applications and Research