Alzheimer's Disease Classification on NACC n=289 (test)
0.984AccuracyMATCH-AD
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MATCH-ADType=Semi-sup.2025.12 | 0.984 | 0.97 | 0.969 | 0.984 | 0.976 | |
| SelfTraining_SVMType=Semi-sup., Time (s)=1.482025.12 | 0.713 | 0.329 | 0.626 | 0.713 | 0.626 | |
| SVM_RBFType=Supervised, Time (s)=1.652025.12 | 0.692 | 0.262 | 0.578 | 0.692 | 0.6 | |
| RandomForestType=Supervised, Time (s)=1.052025.12 | 0.675 | 0.22 | 0.554 | 0.675 | 0.582 | |
| GradientBoostingType=Supervised, Time (s)=20.872025.12 | 0.664 | 0.261 | 0.588 | 0.664 | 0.607 | |
| SelfTraining_RFType=Semi-sup., Time (s)=0.672025.12 | 0.661 | 0.31 | 0.607 | 0.661 | 0.626 | |
| LabelSpreadingType=Semi-sup., Time (s)=0.412025.12 | 0.644 | 0.053 | 0.517 | 0.644 | 0.517 | |
| LabelPropagationType=Semi-sup., Time (s)=0.122025.12 | 0.644 | 0.053 | 0.603 | 0.644 | 0.517 | |
| DecisionTreeType=Supervised, Time (s)=0.272025.12 | 0.64 | 0.218 | 0.57 | 0.64 | 0.591 | |
| LogisticRegressionType=Supervised, Time (s)=0.212025.12 | 0.637 | 0.31 | 0.626 | 0.637 | 0.629 | |
| KNNType=Supervised, Time (s)=0.642025.12 | 0.637 | 0.138 | 0.557 | 0.637 | 0.557 | |
| SVM_LinearType=Supervised, Time (s)=2.902025.12 | 0.609 | 0.254 | 0.599 | 0.609 | 0.602 | |
| NaiveBayesType=Supervised, Time (s)=0.132025.12 | 0.19 | 0.086 | 0.536 | 0.19 | 0.162 |