Classification on NURSERY
70.6Empirical RiskAlg. 1
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Alg. 1model=Neural Network, epsilon (ε)=1/m, K=0.2√m2023.06 | 70.6 | 71.9 | — | — | |
| Alg. 1model=Neural Network, epsilon (ε)=1/√m, K=0.2√m2023.06 | 70.6 | 71.9 | — | — | |
| ERMmodel=Neural Network2023.06 | 70.6 | 71.9 | — | — | |
| Alg. 1Model=Neural Network, Learning mode=Batch, epsilon=1/m2023.06 | 70.6 | 71.9 | — | — | |
| Alg. 1Model=Neural Network, Learning mode=Batch, epsilon=1/sqrt(m)2023.06 | 70.6 | 71.9 | — | — | |
| ERMModel=Neural Network, Learning mode=Batch2023.06 | 70.6 | 71.9 | — | — | |
| Alg. 1Model Type=Linear, Learning Setting=Batch, epsilon=1/√m, K=0.2√m2023.06 | 76 | 77.3 | — | — | |
| Alg. 1Model Type=Linear, Learning Setting=Batch, epsilon=1/m, K=0.2√m2023.06 | 76.6 | 77.3 | — | — | |
| ERMModel Type=Linear, Learning Setting=Batch2023.06 | 79.4 | 80.7 | — | — | |
| Alg. 2Model architecture=Linear model, Learning protocol=Online learning2023.06 | — | — | 79.4 | 80.7 | |
| OGDModel architecture=Linear model, Learning protocol=Online learning2023.06 | — | — | 78.9 | 80.5 |