AD vs CN classification on ADNI 15%-PCA-based variant (train test)
87.5AUCUG-GEPSVM
Evaluation results
| Method | Links | |
|---|---|---|
| UG-GEPSVMHyperparameters=(δ, hops, γ) = (10−3, 1, 102), Patterns × Features=1017×1552026.06 | 87.5 | |
| IUGEPSVMHyperparameters=(δ, γ, ψ, σ) = (10−1, 10−1, 10−3, 101), Patterns × Features=1017×1552026.06 | 87.17 | |
| UGEPSVMHyperparameters=(δ, γ) = (10−3, 102), Patterns × Features=1017×1552026.06 | 87 | |
| IUG-GEPSVMHyperparameters=(δ, γ1, γ2, ψ1, ψ2, hops) = (10−3, 10−3, 10−3, 10−3, 10−3, 0), Patterns × Features=1017×1552026.06 | 85.62 | |
| IGEPSVMHyperparameters=(δ, ν, γ) = (10−3, 10−2, 10−2), Patterns × Features=1017×1552026.06 | 84.2 | |
| GEPSVMHyperparameters=(δ, γ) = (10−3, 10−1), Patterns × Features=1017×1552026.06 | 71.7 | |
| UTSVMHyperparameters=(c, cu, ϵ, reg, γ) = (10−1, 100, 10−1, 100, 10−1), Patterns × Features=1017×1552026.06 | 71.6 |