From: Building multiclass classifiers for remote homology detection and fold recognition
 |  | fd25 | fd40 | ||
---|---|---|---|---|---|
 |  | ZE | BE | ZE | BE |
MaxClassifier | Â | 42.0 | 60.3 | 44.4 | 64.6 |
Direct K-way Classifiers | Â | 42.8 | 59.4 | 43.0 | 62.7 |
Two-Level Approaches Without Hierarchy Information | |||||
 | Scaling | 39.9 | 52.9 | 32.2 | 50.6 |
Ranking Perceptron | Scale & Shift | 38.4 | 51.3 | 27.3 | 44.8 |
 | Crammer Singer | 34.8 | 48.9 | 37.7 | 56.6 |
 | Scaling | 41.3 | 55.2 | 33.7 | 50.0 |
SVM-Struct | Scale & Shift | 41.0 | 54.3 | 29.0 | 46.2 |
 | Crammer Singer | 36.6 | 49.4 | 32.5 | 49.6 |
Two-Level Approaches With Class-level Nodes | |||||
 | Scaling | 39.9 | 52.2 | 31.9 | 50.2 |
SVM-Struct | Scale & Shift | 38.4 | 52.9 | 29.3 | 44.6 |
 | Crammer Singer | 39.2 | 51.8 | 32.8 | 52.9 |
Two-Level Approaches With Superfamily-level Nodes | |||||
 | Scaling | 39.5 | 53.9 | 31.3 | 48.8 |
SVM-Struct | Scale & Shift | 39.9 | 53.4 | 31.3 | 48.4 |
 | Crammer Singer | 37.7 | 52.1 | 33.4 | 51.0 |
Two-Level Approaches With Superfamily-level and Class-level Nodes | |||||
 | Scaling | 39.2 | 52.2 | 27.3 | 41.0 |
SVM-Struct | Scale & Shift | 39.9 | 53.9 | 28.4 | 44.1 |
 | Crammer Singer | 38.8 | 54.7 | 31.3 | 48.0 |