Classification on Colon
95AccuracyKGroups
Evaluation results
| Method | Links | |
|---|---|---|
| KGroupsRelevance Estimator=Mutual info.2026.03 | 95 | |
| KGroupsRelevance Estimator=Mutual info.2026.03 | 95 | |
| DLMEevaluation_protocol=linear SVM2022.07 | 94.7 | |
| ivisevaluation_protocol=linear SVM2022.07 | 94.2 | |
| KGroupsRelevance Estimator=F-value2026.03 | 93.59 | |
| KGroupsRelevance Estimator=F-value2026.03 | 93.59 | |
| mRMRRelevance Estimator=Mutual info.2026.03 | 93.46 | |
| KBestRelevance Estimator=Mutual info.2026.03 | 93.33 | |
| mRMRRelevance Estimator=F-value2026.03 | 93.33 | |
| tSNEevaluation_protocol=linear SVM2022.07 | 93.2 | |
| PHAevaluation_protocol=linear SVM2022.07 | 93 | |
| KGroupsRelevance Estimator=Mutual info.2026.03 | 91.9 | |
| KGroupsRelevance Estimator=Mutual info.2026.03 | 91.9 | |
| mRMRRelevance Estimator=Mutual info.2026.03 | 91.86 | |
| PUMevaluation_protocol=linear SVM2022.07 | 91.8 | |
| KGroupsRelevance Estimator=Gini importance2026.03 | 91.79 | |
| KGroupsRelevance Estimator=Gini importance2026.03 | 91.79 | |
| KGroupsRelevance Estimator=F-value2026.03 | 91.48 | |
| KGroupsRelevance Estimator=F-value2026.03 | 91.48 | |
| KBestRelevance Estimator=Mutual info.2026.03 | 91.26 | |
| mRMRRelevance Estimator=F-value2026.03 | 90.9 | |
| KBestRelevance Estimator=F-value2026.03 | 90.13 | |
| KGroupsRelevance Estimator=Gini import.2026.03 | 90.11 | |
| KGroupsRelevance Estimator=Gini import.2026.03 | 90.11 | |
| KBestRelevance Estimator=Gini importance2026.03 | 90 | |
| mRMRRelevance Estimator=Gini importance2026.03 | 90 | |
| UMAPevaluation_protocol=linear SVM2022.07 | 89.3 | |
| KBestRelevance Estimator=F-value2026.03 | 89.1 | |
| mRMRRelevance Estimator=Gini import.2026.03 | 88.22 | |
| KBestRelevance Estimator=Gini import.2026.03 | 87.93 | |
| DynaTab2026.05 | 85.71 | |
| All features2026.03 | 84.74 | |
| All feat.2026.03 | 84.74 | |
| TabulaRNN2026.05 | 84.2 | |
| ProtoGate2026.05 | 83.95 | |
| MLP2026.05 | 83.95 | |
| Naive Bayes2026.05 | 83.85 | |
| Decision Tree2026.05 | 83.85 | |
| Mambular2026.05 | 83.55 | |
| MambAttention2026.05 | 81.9 | |
| LSPIN2026.05 | 81.3 | |
| TabR2026.05 | 80.75 | |
| MambaTab2026.05 | 80.75 | |
| Random Forest2026.05 | 80.05 | |
| STG2026.05 | 79.55 | |
| Lasso2026.05 | 79.4 | |
| LLSPIN2026.05 | 79.35 | |
| AdaBoost2026.05 | 78.97 | |
| GBM2026.05 | 77.31 | |
| All featuresRelevance Estimator=None2026.03 | 77.11 | |
| All feat.2026.03 | 77.11 | |
| REAL-X2026.05 | 76.75 | |
| LGBM2026.05 | 76.6 | |
| INVASE2026.05 | 75.4 | |
| CatBoost2026.05 | 72.65 | |
| XGBoost2026.05 | 72.6 | |
| TabSeq2026.05 | 72 | |
| KNN2026.05 | 71.65 | |
| SVM2026.05 | 70.75 | |
| FT-Transformer2026.05 | 69.25 | |
| SAINT2026.05 | 67.6 | |
| TabM2026.05 | 65.8 | |
| AutoInt2026.05 | 65.8 | |
| ResNetTabular2026.05 | 64.1 | |
| CategoryEmbedding2026.05 | 60.5 | |
| 1-D CNN2026.05 | 58.7 | |
| Trompt2026.05 | 58.7 | |
| L2X2026.05 | 57.6 | |
| DeepFM2026.05 | 56.9 | |
| TabNet2026.05 | 56.75 | |
| NODE2026.05 | 54.95 | |
| ENODE2026.05 | 52.8 | |
| DANets2026.05 | 50.6 | |
| DCN2026.05 | 48.3 | |
| NDTF2026.05 | 48.3 | |
| TabTransformer2026.05 | 46.44 | |
| ModernNCA2026.05 | 40.85 | |
| TANGOS2026.05 | 38.2 |