Classification on Airline Passenger Satisfaction (test)
89.38AccuracyParBaLS EPIG
Evaluation results
| Method | Links | |
|---|---|---|
| ParBaLS EPIGAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 89.38 | |
| ConfidenceAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 89.35 | |
| ParBaLS-MAP EPIGAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 89.19 | |
| ParBaLS EPIGAL Setup=20 + 10 x 202025.10 | 89.05 | |
| ParBaLS EPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 89.05 | |
| ParBaLS-MAP EPIGAL Setup=20 + 10 x 202025.10 | 89.03 | |
| ParBaLS-MAP EPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 89.03 | |
| GALAXYAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 88.91 | |
| ConfidenceAL Setup=20 + 10 x 202025.10 | 88.61 | |
| ParBaLS EPIGinitial_labels=100, query_schedule=10 x 102025.10 | 88.61 | |
| ParBaLS EPIGAL setup=100 + 10 x 102025.10 | 88.61 | |
| SoftRankEPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 88.46 | |
| ParBaLS-MAP EPIGinitial_labels=100, query_schedule=10 x 102025.10 | 88.4 | |
| ParBaLS-MAP EPIGAL setup=100 + 10 x 102025.10 | 88.4 | |
| GALAXYAL Setup=20 + 10 x 202025.10 | 88.33 | |
| EPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 88.31 | |
| EPIGAL setup=100 + 10 x 102025.10 | 88.2 | |
| Confidenceinitial_labels=100, query_schedule=10 x 102025.10 | 88.15 | |
| SoftRankEPIGAL setup=100 + 10 x 102025.10 | 87.9 | |
| SoftRankBALDAL setup=100 + 10 x 102025.10 | 87.89 | |
| BADGEAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 87.88 | |
| SoftRankBALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 87.88 | |
| GALAXYinitial_labels=100, query_schedule=10 x 102025.10 | 87.82 | |
| PowerBALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 87.62 | |
| GLISTERAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 87.43 | |
| SoftmaxEPIGAL setup=100 + 10 x 102025.10 | 87.32 | |
| RandomAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 87.24 | |
| SoftmaxEPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 87.23 | |
| GLISTERinitial_labels=100, query_schedule=10 x 102025.10 | 87.14 | |
| PowerBALDAL setup=100 + 10 x 102025.10 | 87.14 | |
| BADGEAL Setup=20 + 10 x 202025.10 | 87.09 | |
| SoftmaxBALDAL setup=100 + 10 x 102025.10 | 87.01 | |
| BADGEinitial_labels=100, query_schedule=10 x 102025.10 | 86.94 | |
| BALDAL setup=100 + 10 x 102025.10 | 86.94 | |
| SoftmaxBALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 86.7 | |
| BatchBALDAL setup=100 + 10 x 102025.10 | 86.69 | |
| Randominitial_labels=100, query_schedule=10 x 102025.10 | 86.65 | |
| PowerEPIGAL Budget=20 + 10 x 20, Seeds=102025.10 | 86.31 | |
| PowerEPIGAL setup=100 + 10 x 102025.10 | 86.3 | |
| CoreSetinitial_labels=100, query_schedule=10 x 102025.10 | 86.18 | |
| RandomAL Setup=20 + 10 x 202025.10 | 86.17 | |
| GLISTERAL Setup=20 + 10 x 202025.10 | 86.02 | |
| CoreSetAL Setup (Initial + Rounds x Batch Size)=100 + 10 x 202025.10 | 85.87 | |
| BALDAL Budget=20 + 10 x 20, Seeds=102025.10 | 84.5 | |
| CoreSetAL Setup=20 + 10 x 202025.10 | 80.57 |