Text Classification on SMS Spam Collection (5-fold cross-validation)
98.7AccuracyCTM
Evaluation Results
| Method | Links | |
|---|---|---|
| CTMk=10, classifier=LR2025.06 | 98.7 | |
| DALTAk=10, classifier=LR2025.06 | 97.8 | |
| DALTAk=20, classifier=LR2025.06 | 97.8 | |
| DALTAk=10, classifier=SVC2025.06 | 97.5 | |
| DALTAk=20, classifier=SVC2025.06 | 97.5 | |
| ProdLDAk=10, classifier=LR2025.06 | 96 | |
| LDAk=20, classifier=LR2025.06 | 89.7 | |
| ECRTMk=20, classifier=LR2025.06 | 89.1 | |
| LDAk=20, classifier=SVC2025.06 | 89 | |
| CTMk=10, classifier=SVC2025.06 | 88.6 | |
| ECRTMk=10, classifier=LR2025.06 | 88.3 | |
| ECRTMk=10, classifier=SVC2025.06 | 88.1 | |
| Meta-CETMk=20, classifier=LR2025.06 | 88.1 | |
| LDAk=10, classifier=LR2025.06 | 87.2 | |
| Meta-CETMk=10, classifier=LR2025.06 | 87.2 | |
| Meta-CETMk=10, classifier=SVC2025.06 | 87.1 | |
| ECRTMk=20, classifier=SVC2025.06 | 87 | |
| Fastopick=10, classifier=LR2025.06 | 87 | |
| Fastopick=10, classifier=SVC2025.06 | 86.9 | |
| Fastopick=20, classifier=SVC2025.06 | 86.9 | |
| Fastopick=20, classifier=LR2025.06 | 86.8 | |
| LDAk=10, classifier=SVC2025.06 | 86.4 | |
| ProdLDAk=20, classifier=SVC2025.06 | 86.4 | |
| ProdLDAk=20, classifier=LR2025.06 | 86.4 | |
| ETMk=10, classifier=SVC2025.06 | 86.4 | |
| ETMk=10, classifier=LR2025.06 | 86.4 | |
| ETMk=20, classifier=SVC2025.06 | 86.4 | |
| ETMk=20, classifier=LR2025.06 | 86.4 | |
| CTMk=20, classifier=SVC2025.06 | 86.4 | |
| CTMk=20, classifier=LR2025.06 | 86.4 | |
| DeTimek=10, classifier=SVC2025.06 | 86.4 | |
| DeTimek=10, classifier=LR2025.06 | 86.4 | |
| DeTimek=20, classifier=SVC2025.06 | 86.4 | |
| DeTimek=20, classifier=LR2025.06 | 86.4 | |
| Meta-CETMk=20, classifier=SVC2025.06 | 85.3 | |
| ProdLDAk=10, classifier=SVC2025.06 | 83.7 |