Classification on 7 Cross-Validation Datasets (Iris, Wine, Breast Cancer, Digits, etc.)
91.17AccuracyTsallis (α = 0.5)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Tsallis (α = 0.5)min_samples_split=2, max_depth=20, cross-validation=five-fold stratified, framework=modified DecisionTreeClassifier2026.02 | 91.17 | 89.36 | |
| R´enyi (α = 0.5)min_samples_split=2, max_depth=20, cross-validation=five-fold stratified, framework=modified DecisionTreeClassifier2026.02 | 90.85 | 88.9 | |
| Shannon–Polarizationmin_samples_split=2, max_depth=20, cross-validation=five-fold stratified, framework=modified DecisionTreeClassifier2026.02 | 90.64 | 88.75 | |
| Shannonmin_samples_split=2, max_depth=20, cross-validation=five-fold stratified, framework=modified DecisionTreeClassifier2026.02 | 90.57 | 88.74 | |
| Tsallis (α = 2.0)min_samples_split=2, max_depth=20, cross-validation=five-fold stratified, framework=modified DecisionTreeClassifier2026.02 | 90.2 | 88.23 | |
| Ginimin_samples_split=2, max_depth=20, cross-validation=five-fold stratified, framework=modified DecisionTreeClassifier2026.02 | 90.2 | 88.23 | |
| ITC (α = 1.3, β = 4.5, γ = 0.4)min_samples_split=2, max_depth=20, cross-validation=five-fold stratified, framework=modified DecisionTreeClassifier2026.02 | 89.16 | 87.07 | |
| Kumaraswamymin_samples_split=2, max_depth=20, cross-validation=five-fold stratified, framework=modified DecisionTreeClassifier2026.02 | 88.99 | 86.82 | |
| Tsallis (α = 1.3)min_samples_split=2, max_depth=20, cross-validation=five-fold stratified, framework=modified DecisionTreeClassifier2026.02 | 88.99 | 86.82 | |
| ITC (α = 1.7, β = 4.5, γ = 0.4)min_samples_split=2, max_depth=20, cross-validation=five-fold stratified, framework=modified DecisionTreeClassifier2026.02 | 88.59 | 86.37 |