Classification on SENSORLESS
0.075Empirical RiskERM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ERMmodel=Neural Network2023.06 | 0.075 | 0.078 | |
| ERMModel=Neural Network, Learning mode=Batch2023.06 | 0.075 | 0.078 | |
| Alg. 1model=Neural Network, epsilon (ε)=1/m, K=0.2√m2023.06 | 0.076 | 0.079 | |
| Alg. 1Model=Neural Network, Learning mode=Batch, epsilon=1/m2023.06 | 0.076 | 0.079 | |
| Alg. 1model=Neural Network, epsilon (ε)=1/√m, K=0.2√m2023.06 | 0.077 | 0.079 | |
| Alg. 1Model=Neural Network, Learning mode=Batch, epsilon=1/sqrt(m)2023.06 | 0.077 | 0.079 | |
| Alg. 1Model Type=Linear, Learning Setting=Batch, epsilon=1/m, K=0.2√m2023.06 | 0.129 | 0.129 | |
| Alg. 1Model Type=Linear, Learning Setting=Batch, epsilon=1/√m, K=0.2√m2023.06 | 0.131 | 0.131 | |
| ERMModel Type=Linear, Learning Setting=Batch2023.06 | 0.134 | 0.136 | |
| OGDModel architecture=Linear model, Learning protocol=Online learning2023.06 | 0.825 | 0.83 | |
| Alg. 2Model architecture=Linear model, Learning protocol=Online learning2023.06 | 0.906 | 0.91 |