Table 4.
Comparison of extreme learning machine with other two classifiers.
| Method | Accuracy | Sensitivity | Specificity | AUC |
|---|---|---|---|---|
| SVM | 79.87% | 83.43% | 75.54% | 83.85% |
| Random forest | 75.0% | 82.84% | 65.47% | 81.99% |
| Extreme learning machine | 79.87% | 84.02% | 74.82% | 86.14% |
Implementation of SVM was performed using third party library LIBSVM (https://www.csie.ntu.edu.tw/~cjlin/libsvm/), and the random forest was utilized with the third party library (http://code.google.com/p/randomforest-matlab). Both classifiers used the default settings.