Table 1 Prediction accuracies for decision trees (C5.0), SVMs, and Random Forests.
From: Local protein structure prediction using discriminative models
Classifier accuracy | Single Seq (5000 samples) | HSSP Profiles (5000 samples) | Property profiles (5000 samples) | Property profiles (20000 samples) |
|---|---|---|---|---|
C5.0 | - | 0.2320 | - | - |
SVM | 0.2955 | 0.3038 | 0.3426 | 0.3615 |
SVM (prob. estim.) | - | - | 0.2900 | - |
Random Forest | 0.3024 | 0.3001 | 0.3102 | 0.3409 |