Classification on dermatology
98.49AccuracyMC-PSO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MC-PSOH/J (Hidden units / Swarm particles)=9/19, Selection Strategy=Preferable, Cross-validation=5-fold2026.06 | 98.49 | 100 | |
| MC-PSOH/J (Hidden units / Swarm particles)=9/19, h/k (Chopping dimension / Neighbors)=4/3, Selection Strategy=Non-Preferable, Cross-validation=5-fold2026.06 | 98.13 | 96.87 | |
| MC-APSOH/J (Hidden units / Swarm particles)=9/25, Selection Strategy=Preferable, Cross-validation=5-fold2026.06 | 97.31 | 98.38 | |
| MC-APSOH/J (Hidden units / Swarm particles)=9/25, h/k (Chopping dimension / Neighbors)=18/7, Selection Strategy=Non-Preferable, Cross-validation=5-fold2026.06 | 96.4 | 97.28 | |
| UncalibratedBase Model=linear SVM2026.03 | 95.9 | — | |
| BinBase Model=linear SVM2026.03 | 95.9 | — | |
| IRBase Model=linear SVM2026.03 | 95.9 | — | |
| BrenierIRBase Model=linear SVM, k=502026.03 | 95 | — | |
| BrenierIRBase Model=MLP, k=302026.03 | 93.4 | — | |
| BrenierIRBase Model=linear SVM, k=302026.03 | 93.4 | — | |
| DirBase Model=MLP2026.03 | 93.2 | — | |
| IRBase Model=MLP2026.03 | 93.2 | — | |
| BrenierIRBase Model=MLP, k=502026.03 | 92.3 | — | |
| UncalibratedBase Model=MLP2026.03 | 91.9 | — | |
| BinBase Model=MLP2026.03 | 91.9 | — | |
| IRPBase Model=MLP2026.03 | 91.9 | — | |
| MSBase Model=MLP2026.03 | 91.9 | — | |
| OIBase Model=MLP2026.03 | 91.9 | — | |
| TSBase Model=MLP2026.03 | 91.9 | — | |
| BrenierIRBase Model=MLP, k=152026.03 | 91.6 | — | |
| BrenierIRBase Model=linear SVM, k=152026.03 | 91.5 | — | |
| IRPBase Model=linear SVM2026.03 | 83.8 | — | |
| DirBase Model=linear SVM2026.03 | 56.8 | — | |
| MSBase Model=linear SVM2026.03 | 56.8 | — | |
| OIBase Model=linear SVM2026.03 | 31.1 | — | |
| TSBase Model=linear SVM2026.03 | 31.1 | — |