Table 3 Cross-validation (CV) performance summary.
From: VENturing into machine learning for the morphological analysis of von Economo neurons
Method | 2-Fold CV | 5-Fold CV | Average standard deviation |
|---|---|---|---|
CNN methods | |||
Original | 92.8% ± 1.2% | 92.4% ± 1.5% | 1.35% |
Diameter-enhanced | 96.2% ± 0.8% | 96.8% ± 1.2% | 1.00% |
Soma-focused | 94.1% ± 1.1% | 94.3% ± 1.4% | 1.25% |
Traditional ML | |||
Random Forest | 94.6% ± 1.8% | 94.2% ± 2.1% | 1.95% |
XGBoost | 94.1% ± 2.0% | 93.8% ± 2.3% | 2.15% |
SVM | 92.4% ± 2.5% | 92.1% ± 2.8% | 2.65% |
