Classifier | Ability to generate nonlinear decision boundary | Ability to learn well from limited training data | Insensitivity to outliers in training data | Insensitivity to uninformative features | Log information content* (2D/3D) |
---|---|---|---|---|---|
Neural Networks | Low | High | Medium | Medium | 10.0/10.0 |
Exponential-rbf-kernel SVM | High | High | High | Low | 14.2/13.9 |
AdaBoost | Medium | Med | High | High | 13.5/13.4 |
Bagging | Medium | Low | High | High | 14.8/12.0 |
Mixtures-of-Experts | Medium | Low | High | High | 13.5/13.5 |
Majority-voting Ensemble | Medium | High | High | High | 14.7/14.6 |