Classification on heart (test)
84.71AccuracyOEHG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OEHGK (inner iterations)=12026.02 | 84.71 | 0.4287 | |
| RHGK (inner iterations)=642026.02 | 82 | 0.4481 | |
| BAEN-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 81.9 | — | |
| BQ-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 81.3 | — | |
| EN-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 80.9 | — | |
| ε-BAEN-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 80.9 | — | |
| Pin-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 80.3 | — | |
| ALS-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 79.6 | — | |
| BALS-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.04 | 79.6 | — | |
| RHGK (inner iterations)=1282026.02 | 79.41 | 0.6043 | |
| PatchTST (Supervised Learning)# Parameters=0.9M, Evaluation Protocol=Supervised Learning2026.03 | 75.94 | — | |
| ChronosBase# Parameters=200M, # Time Points=12.8B, Evaluation Protocol=linear-probing2026.03 | 71.76 | — | |
| RHGK (inner iterations)=2562026.02 | 71.18 | 0.8222 | |
| SLIPBase# Parameters=120M, # Time Points=1.7B, Evaluation Protocol=linear-probing2026.03 | 70.79 | — | |
| Normwear# Parameters=136M, # Time Points=0.31B, Evaluation Protocol=linear-probing2026.03 | 69.15 | — | |
| ChatTS# Parameters=8B, # Time Points=0.23B, Evaluation Protocol=linear-probing2026.03 | 67.09 | — | |
| Statistical MLEvaluation Protocol=linear-probing2026.03 | 65.15 | — | |
| Chronos2# Parameters=120M, # Time Points=242.8B, Evaluation Protocol=linear-probing2026.03 | 61.27 | — | |
| SundialBase# Parameters=128M, # Time Points=1032B, Evaluation Protocol=linear-probing2026.03 | 60.97 | — | |
| TF-C# Parameters=12M, # Time Points=1.72M, Evaluation Protocol=linear-probing2026.03 | 58.06 | — | |
| SimMTM# Parameters=0.5M, # Time Points=1.72M, Evaluation Protocol=linear-probing2026.03 | 56.18 | — |