Text Classification on Amazon Reviews
85.32Accuracy (Books)Deviation
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DeviationData Removal Protocol=discard 50% highest values, Retained Training Data Percentage=50%2025.10 | 85.32 | 76.87 | 76.4 | |
| RandomData Removal Protocol=discard 50% highest values, Retained Training Data Percentage=50%2025.10 | 82.87 | 70.47 | 76.47 | |
| LAVAData Removal Protocol=discard 50% highest values, Retained Training Data Percentage=50%2025.10 | 82.37 | 70.55 | 76.5 | |
| InfluenceFunctionData Removal Protocol=discard 50% highest values, Retained Training Data Percentage=50%2025.10 | 82.27 | 70.3 | 76.17 | |
| EV + LAVAData Removal Protocol=discard 50% highest values, Retained Training Data Percentage=50%2025.10 | 81.62 | 70.35 | 75.95 | |
| Data-OOBData Removal Protocol=discard 50% highest values, Retained Training Data Percentage=50%2025.10 | 73.97 | 64.52 | 74.45 | |
| KNN ShapleyData Removal Protocol=discard 50% highest values, Retained Training Data Percentage=50%2025.10 | 65.55 | 60.92 | 75.17 | |
| EV + Data-OOBData Removal Protocol=discard 50% highest values, Retained Training Data Percentage=50%2025.10 | 56.15 | 48.12 | 67.85 | |
| EV + KNN ShapleyData Removal Protocol=discard 50% highest values, Retained Training Data Percentage=50%2025.10 | 55.85 | 47.92 | 69.67 |