Tabular Data Classification on UCI machine learning repository 21 datasets (test)
7.5Median RankHopular
Evaluation results
| Method | Links | |
|---|---|---|
| HopularMethod Category=Deep Learning2022.06 | 7.5 | |
| Support Vector Machines2022.06 | 9.5 | |
| Logistic and Multinomial Regression2022.06 | 10 | |
| Random Forest2022.06 | 11 | |
| Self-Normalizing NetworksMethod Category=Deep Learning2022.06 | 11 | |
| Non-Parametric TransformersMethod Category=Deep Learning2022.06 | 11 | |
| Neural NetworksMethod Category=Deep Learning2022.06 | 11.5 | |
| XGBoost2022.06 | 12 | |
| Multivariate Adaptive Reg. Splines2022.06 | 12 | |
| Decision Trees2022.06 | 13.5 | |
| MSRAinitMethod Category=Deep Learning2022.06 | 14 | |
| Bagging Methods2022.06 | 14 | |
| CatBoost2022.06 | 14 | |
| LightGBM2022.06 | 14.5 | |
| Highway NetworksMethod Category=Deep Learning2022.06 | 14.5 | |
| Rule-Based Methods2022.06 | 15 | |
| Other Ensembles2022.06 | 15 | |
| BatchNormMethod Category=Deep Learning2022.06 | 15 | |
| Boosting Methods2022.06 | 15 | |
| Generalized Linear Models2022.06 | 15.5 | |
| WeightNormMethod Category=Deep Learning2022.06 | 15.5 | |
| Discriminant Analysis2022.06 | 16 | |
| Other Methods2022.06 | 17.5 | |
| ResNetMethod Category=Deep Learning2022.06 | 19 | |
| LayerNormMethod Category=Deep Learning2022.06 | 19 | |
| Partial Least Squares2022.06 | 19.5 | |
| Bayesian Methods2022.06 | 20 | |
| Nearest Neighbour2022.06 | 24 | |
| Stacking (Wolpert)2022.06 | 28 |