Table 8 Decision tree performance
From: Machine learning methods for metabolic pathway prediction
Predictor | AUC | max. ACC | SN (max. ACC) | SP (max. ACC) | max. FM | PR (max. FM) | RC (max. FM) |
|---|---|---|---|---|---|---|---|
single tree | 0.946 | 0.909 | 0.714 | 0.961 | 0.777 | 0.755 | 0.802 |
bagged (c = 25) | 0.953 | 0.911 | 0.729 | 0.961 | 0.787 | 0.77 | 0.808 |
random forest (r = 20, c = 100) | 0.952 | 0.911 | 0.736 | 0.957 | 0.786 | 0.758 | 0.818 |