From: Building multiclass classifiers for remote homology detection and fold recognition
 |  | sf95 | sf40 | ||
---|---|---|---|---|---|
 |  | ZE | BE | ZE | BE |
MaxClassifier | Â | 14.7 | 30.0 | 21.0 | 29.7 |
Direct K-way Classifiers | Â | 11.5 | 23.1 | 10.9 | 13.0 |
Two-Level Approaches Without Hierarchy Information | |||||
 | Scaling | 9.3 | 16.1 | 10.9 | 13.9 |
Ranking Perceptron | Scale & Shift | 10.1 | 19.5 | 12.1 | 15.8 |
 | Crammer Singer | 14.7 | 28.9 | 17.6 | 24.1 |
 | Scaling | 9.0 | 15.9 | 11.8 | 15.7 |
SVM-Struct | Scale & Shift | 10.7 | 19.9 | 12.1 | 15.1 |
 | Crammer Singer | 11.6 | 19.4 | 13.0 | 16.3 |
Two-Level Approaches With Fold-level Nodes | |||||
 | Scaling | 11.2 | 19.6 | 14.7 | 21.4 |
SVM-Struct | Scale & Shift | 10.1 | 19.3 | 12.1 | 16.9 |
 | Crammer Singer | 14.7 | 26.0 | 13.0 | 18.2 |
Two-Level Approaches With Class-level and Fold-level Nodes | |||||
 | Scaling | 11.2 | 20.2 | 13.0 | 18.8 |
SVM-Struct | Scale & Shift | 13.5 | 24.7 | 12.1 | 16.8 |
 | Crammer Singer | 14.7 | 26.1 | 13.0 | 17.5 |