Classification on Spambase
93.92F1 ScoreIT2-KANFIS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IT2-KANFISFuzzy Type=Interval Type-2 (IT2)2026.02 | 93.92 | 93.92 | 97.97 | |
| T1-KANFISFuzzy Type=Type-1 (T1)2026.02 | 93.79 | 93.81 | 97.69 | |
| MLP2026.02 | 91.72 | 91.75 | 95.99 | |
| IT2-ANFISFuzzy Type=Interval Type-2 (IT2)2026.02 | 88.21 | 88.27 | 93.97 | |
| OLASNoise Model=2, Classifier=XGBoost, Initial Labeled Percentage=16%, Active Learning Cycles=10, Sampling Budget=19002025.12 | 76.8 | — | — | |
| RS+RLANoise Model=2, Classifier=XGBoost, Initial Labeled Percentage=16%, Active Learning Cycles=10, Sampling Budget=19002025.12 | 34.5 | — | — | |
| ES+OLANoise Model=2, Classifier=XGBoost, Initial Labeled Percentage=16%, Active Learning Cycles=10, Sampling Budget=19002025.12 | 33.9 | — | — | |
| RS+OLANoise Model=2, Classifier=XGBoost, Initial Labeled Percentage=16%, Active Learning Cycles=10, Sampling Budget=19002025.12 | 31.6 | — | — | |
| ES+RLANoise Model=2, Classifier=XGBoost, Initial Labeled Percentage=16%, Active Learning Cycles=10, Sampling Budget=19002025.12 | 25.6 | — | — |