Wall-clock Runtime on CARDIO (Anomaly Detection)
0.74Runtime (s)Isolation Forest
Evaluation Results
| Method | Links | |
|---|---|---|
| Isolation ForestHardware=Windows 11, x86_64, 16 GB RAM, standard CPU, without GPU acceleration2026.06 | 0.74 | |
| OCSVMHardware=Windows 11, x86_64, 16 GB RAM, standard CPU, without GPU acceleration, includes grid-search cross-validation=true2026.06 | 1.1 | |
| D2H-ADHardware=Windows 11, x86_64, 16 GB RAM, standard CPU, without GPU acceleration2026.06 | 82.6 | |
| ODHDHardware=Windows 11, x86_64, 16 GB RAM, standard CPU, without GPU acceleration2026.06 | 101.3 | |
| HDADHardware=Windows 11, x86_64, 16 GB RAM, standard CPU, without GPU acceleration2026.06 | 234.8 | |
| AutoencoderHardware=Windows 11, x86_64, 16 GB RAM, standard CPU, without GPU acceleration2026.06 | 641.3 |