Prototype Selection on Real-world datasets
1.93Average RankKMeans
Evaluation Results
| Method | Links | |
|---|---|---|
| KMeansClassifier=1-NN2025.11 | 1.93 | |
| DROP3Classifier=5-NN2025.11 | 2.33 | |
| KMeansClassifier=MLP2025.11 | 2.6 | |
| KMeansClassifier=Lin. SVM2025.11 | 2.77 | |
| CNNClassifier=1-NN2025.11 | 3 | |
| CNNClassifier=MLP2025.11 | 3 | |
| SPOTGreedyClassifier=1-NN2025.11 | 3.07 | |
| DROP3Classifier=3-NN2025.11 | 3.13 | |
| CNNClassifier=RF2025.11 | 3.2 | |
| SPOTGreedyClassifier=3-NN2025.11 | 3.2 | |
| CNNClassifier=3-NN2025.11 | 3.33 | |
| CNNClassifier=Lin. SVM2025.11 | 3.4 | |
| KMeansClassifier=3-NN2025.11 | 3.53 | |
| KMeansClassifier=5-NN2025.11 | 3.53 | |
| SPOTGreedyClassifier=5-NN2025.11 | 3.53 | |
| SPOTGreedyClassifier=MLP2025.11 | 3.6 | |
| SPOTGreedyClassifier=RF2025.11 | 3.67 | |
| CNNClassifier=5-NN2025.11 | 3.8 | |
| SPOTGreedyClassifier=Lin. SVM2025.11 | 4.07 | |
| DROP3Classifier=RF2025.11 | 4.07 | |
| DROP3Classifier=Lin. SVM2025.11 | 4.13 | |
| KMeansClassifier=RF2025.11 | 4.27 | |
| DROP3Classifier=1-NN2025.11 | 4.33 | |
| IB3Classifier=MLP2025.11 | 4.5 | |
| TPSClassifier=3-NN2025.11 | 4.53 | |
| TPSClassifier=5-NN2025.11 | 4.53 | |
| ICFClassifier=RF2025.11 | 4.8 | |
| TPSClassifier=Lin. SVM2025.11 | 5.3 | |
| BoundaryTPSClassifier=5-NN2025.11 | 5.33 | |
| DROP3Classifier=MLP2025.11 | 5.4 | |
| IB3Classifier=RF2025.11 | 5.4 | |
| TPSClassifier=1-NN2025.11 | 5.47 | |
| TPSClassifier=RF2025.11 | 5.53 | |
| ICFClassifier=MLP2025.11 | 5.57 | |
| IB3Classifier=1-NN2025.11 | 5.67 | |
| BoundaryTPSClassifier=3-NN2025.11 | 5.73 | |
| IB3Classifier=Lin. SVM2025.11 | 5.83 | |
| BoundaryTPSClassifier=Lin. SVM2025.11 | 6.03 | |
| TPSClassifier=MLP2025.11 | 6.2 | |
| BoundaryTPSClassifier=1-NN2025.11 | 6.27 | |
| IB3Classifier=3-NN2025.11 | 6.33 | |
| IB3Classifier=5-NN2025.11 | 6.37 | |
| BoundaryTPSClassifier=RF2025.11 | 6.4 | |
| ICFClassifier=Lin. SVM2025.11 | 6.4 | |
| BoundaryTPSClassifier=MLP2025.11 | 6.73 | |
| CNN+ENNClassifier=Lin. SVM2025.11 | 7.07 | |
| CNN+ENNClassifier=MLP2025.11 | 7.4 | |
| ICFClassifier=3-NN2025.11 | 7.47 | |
| ICFClassifier=5-NN2025.11 | 7.47 | |
| CNN+ENNClassifier=1-NN2025.11 | 7.53 | |
| CNN+ENNClassifier=RF2025.11 | 7.67 | |
| ICFClassifier=1-NN2025.11 | 7.73 | |
| CNN+ENNClassifier=3-NN2025.11 | 7.73 | |
| CNN+ENNClassifier=5-NN2025.11 | 8.1 |