Table 3. Classification Results of Nine Models on VAE-Encoded Data of Kidney Cancer Spectra.
| model | LOPOCV (%) | accuracy (%) | AUC |
|---|---|---|---|
| Gaussian NB | 82.7 | 81.4 | 0.835 |
| LDA | 80.6 | 80.2 | 0.823 |
| LR | 79.3 | 78.9 | 0.795 |
| MLP | 79.2 | 78.4 | 0.806 |
| SVM (RBF) | 79.2 | 78.7 | 0.793 |
| KNN | 79.1 | 77.6 | 0.785 |
| SVM (linear) | 78.5 | 76.4 | 0.777 |
| RF | 78.5 | 77.3 | 0.783 |
| Ada | 73.4 | 72.6 | 0.747 |