AD vs CN classification on ADNI 5%-PCA variant (train test)
87.4AUCUG-GEPSVM
Evaluation results
| Method | Links | |
|---|---|---|
| UG-GEPSVMHyperparameters=(δ, hops, γ) = (10−3, 1, 102), Patterns × Features=1017×1552026.06 | 87.4 | |
| IUGEPSVMHyperparameters=(δ, γ, ψ, σ) = (10−1, 10−1, 10−3, 101), Patterns × Features=1017×1552026.06 | 86.75 | |
| IUG-GEPSVMHyperparameters=(δ, γ1, γ2, ψ1, ψ2, hops) = (10−3, 10−3, 10−3, 10−3, 10−3, 0), Patterns × Features=1017×1552026.06 | 86.62 | |
| UGEPSVMHyperparameters=(δ, γ) = (10−3, 102), Patterns × Features=1017×1552026.06 | 86.4 | |
| GEPSVMHyperparameters=(δ, γ) = (10−3, 10−1), Patterns × Features=1017×1552026.06 | 85.8 | |
| IGEPSVMHyperparameters=(δ, ν, γ) = (10−3, 10−3, 10−2), Patterns × Features=1017×1552026.06 | 84.2 | |
| UTSVMHyperparameters=(c, cu, ϵ, reg, γ) = (10−1, 100, 10−1, 100, 10−1), Patterns × Features=1017×1552026.06 | 72.4 |