Classification on ALLAML
100AccuracyKBest
Evaluation results
| Method | Links | |
|---|---|---|
| KBestRelevance Estimator=Gini importance2026.03 | 100 | |
| KGroupsRelevance Estimator=Gini importance2026.03 | 100 | |
| KGroupsRelevance Estimator=Mutual info.2026.03 | 100 | |
| KGroupsRelevance Estimator=F-value2026.03 | 100 | |
| mRMRRelevance Estimator=Gini importance2026.03 | 100 | |
| KGroupsRelevance Estimator=Gini importance2026.03 | 100 | |
| mRMRRelevance Estimator=Mutual info.2026.03 | 100 | |
| KGroupsRelevance Estimator=Mutual info.2026.03 | 100 | |
| mRMRRelevance Estimator=F-value2026.03 | 100 | |
| KGroupsRelevance Estimator=F-value2026.03 | 100 | |
| KGroupsRelevance Estimator=Gini import.2026.03 | 99.56 | |
| KGroupsRelevance Estimator=Gini import.2026.03 | 99.56 | |
| KGroupsRelevance Estimator=Mutual info.2026.03 | 99.33 | |
| KGroupsRelevance Estimator=Mutual info.2026.03 | 99.33 | |
| mRMRRelevance Estimator=Mutual info.2026.03 | 99.1 | |
| KBestRelevance Estimator=Mutual info.2026.03 | 98.57 | |
| KBestRelevance Estimator=F-value2026.03 | 98.57 | |
| KBestRelevance Estimator=Gini import.2026.03 | 98.36 | |
| KGroupsRelevance Estimator=F-value2026.03 | 98.33 | |
| KGroupsRelevance Estimator=F-value2026.03 | 98.33 | |
| mRMRRelevance Estimator=Gini import.2026.03 | 98.16 | |
| mRMRRelevance Estimator=F-value2026.03 | 98.13 | |
| KBestRelevance Estimator=Mutual info.2026.03 | 97.43 | |
| KBestRelevance Estimator=F-value2026.03 | 96.98 | |
| All features2026.03 | 95.91 | |
| All feat.2026.03 | 95.91 | |
| DynaTab2026.05 | 92.31 | |
| CatBoost2026.05 | 91.71 | |
| XGBoost2026.05 | 90.38 | |
| MLP2026.05 | 89.98 | |
| TabulaRNN2026.05 | 88.92 | |
| Naive Bayes2026.05 | 88.57 | |
| LLSPIN2026.05 | 88.12 | |
| All featuresRelevance Estimator=None2026.03 | 87.88 | |
| All feat.2026.03 | 87.88 | |
| Lasso2026.05 | 87.24 | |
| ProtoGate2026.05 | 86.12 | |
| STG2026.05 | 86.08 | |
| LGBM2026.05 | 85.81 | |
| Random Forest2026.05 | 85.71 | |
| LSPIN2026.05 | 84.46 | |
| AdaBoost2026.05 | 84.38 | |
| REAL-X2026.05 | 84.16 | |
| SVM2026.05 | 83.14 | |
| GBM2026.05 | 82.1 | |
| TabR2026.05 | 80.84 | |
| KNN2026.05 | 79.05 | |
| INVASE2026.05 | 78.9 | |
| CategoryEmbedding2026.05 | 78.12 | |
| TabSeq2026.05 | 77.28 | |
| NODE2026.05 | 76.92 | |
| L2X2026.05 | 76.28 | |
| Decision Tree2026.05 | 75.14 | |
| ResNetTabular2026.05 | 75.1 | |
| ENODE2026.05 | 71.16 | |
| MambAttention2026.05 | 70.16 | |
| MambaTab2026.05 | 68.16 | |
| TabM2026.05 | 66.67 | |
| TabNet2026.05 | 63.89 | |
| Mambular2026.05 | 60.8 | |
| 1-D CNN2026.05 | 60.42 | |
| AutoInt2026.05 | 58.34 | |
| DANets2026.05 | 56.98 | |
| FT-Transformer2026.05 | 56.12 | |
| TabTransformer2026.05 | 53.7 | |
| SAINT2026.05 | 52.92 | |
| TANGOS2026.05 | 50.12 | |
| DeepFM2026.05 | 48.16 | |
| Trompt2026.05 | 46.12 | |
| DCN2026.05 | 43.78 | |
| NDTF2026.05 | 43.14 | |
| ModernNCA2026.05 | 33.47 |