| Deviation . | . | Technique . | AUC (%) . | Preproc. . | Configuration . | Effort (%) . |
|---|---|---|---|---|---|---|
| 5% | Gauss | 100.000 | 0–1 | |$\beta $|=0.01 | |$\varTheta $|=0 | 0.006 |
| PDE | 85.485 | ZS | |$\alpha $|=0.05 | |$\varTheta $|=0 | 3.795 | |
| PCA | 99.990 | 0–1 | |$n_{c}$|=4 | |$\varTheta $|=0 | 0.026 | |
| MST | 99.990 | — | — | |$\varTheta $|=0 | 3.223 | |
| SVDD | 99.848 | ZS | |$\sigma $|=3.5 | |$\varTheta $|=0 | 100.000 | |
| 10% | Gauss | 100.000 | 0–1 | |$\beta $|=0.005 | |$\varTheta $|=0 | 0.008 |
| PDE | 89.717 | ZS | |$\alpha $|=0.05 | |$\varTheta $|=0 | 4.701 | |
| PCA | 99.990 | 0–1 | |$n_{c}$|=4 | |$\varTheta $|=0 | 0.045 | |
| MST | 99.990 | — | — | |$\varTheta $|=0 | 5.617 | |
| SVDD | 99.879 | ZS | |$\sigma $|=4 | |$\varTheta $|=0 | 100.000 | |
| 15% | Gauss | 99.990 | — | |$\beta $|=0 | |$\varTheta $|=0 | 0.056 |
| PDE | 91.646 | ZS | |$\alpha $|=0.1 | |$\varTheta $|=0 | 3.614 | |
| PCA | 99.990 | — | |$n_{c}$|=1 | |$\varTheta $|=0 | 0.074 | |
| MST | 100.000 | — | — | |$\varTheta $|=0 | 3.973 | |
| SVDD | 99.889 | ZS | |$\sigma $|=4 | |$\varTheta $|=0 | 100.000 | |
| 20% | Gauss | 100.000 | 0–1 | |$\beta $|=0.006 | |$\varTheta $|=0 | 0.003 |
| PDE | 92.990 | ZS | |$\alpha $|=0.03 | |$\varTheta $|=0 | 3.505 | |
| PCA | 99.990 | 0–1 | |$n_{c}$|=4 | |$\varTheta $|=0 | 0.031 | |
| MST | 100.000 | — | — | |$\varTheta $|=0 | 3.671 | |
| SVDD | 99.909 | ZS | |$\sigma $|=4.5 | |$\varTheta $|=0 | 100.000 |
| Deviation . | . | Technique . | AUC (%) . | Preproc. . | Configuration . | Effort (%) . |
|---|---|---|---|---|---|---|
| 5% | Gauss | 100.000 | 0–1 | |$\beta $|=0.01 | |$\varTheta $|=0 | 0.006 |
| PDE | 85.485 | ZS | |$\alpha $|=0.05 | |$\varTheta $|=0 | 3.795 | |
| PCA | 99.990 | 0–1 | |$n_{c}$|=4 | |$\varTheta $|=0 | 0.026 | |
| MST | 99.990 | — | — | |$\varTheta $|=0 | 3.223 | |
| SVDD | 99.848 | ZS | |$\sigma $|=3.5 | |$\varTheta $|=0 | 100.000 | |
| 10% | Gauss | 100.000 | 0–1 | |$\beta $|=0.005 | |$\varTheta $|=0 | 0.008 |
| PDE | 89.717 | ZS | |$\alpha $|=0.05 | |$\varTheta $|=0 | 4.701 | |
| PCA | 99.990 | 0–1 | |$n_{c}$|=4 | |$\varTheta $|=0 | 0.045 | |
| MST | 99.990 | — | — | |$\varTheta $|=0 | 5.617 | |
| SVDD | 99.879 | ZS | |$\sigma $|=4 | |$\varTheta $|=0 | 100.000 | |
| 15% | Gauss | 99.990 | — | |$\beta $|=0 | |$\varTheta $|=0 | 0.056 |
| PDE | 91.646 | ZS | |$\alpha $|=0.1 | |$\varTheta $|=0 | 3.614 | |
| PCA | 99.990 | — | |$n_{c}$|=1 | |$\varTheta $|=0 | 0.074 | |
| MST | 100.000 | — | — | |$\varTheta $|=0 | 3.973 | |
| SVDD | 99.889 | ZS | |$\sigma $|=4 | |$\varTheta $|=0 | 100.000 | |
| 20% | Gauss | 100.000 | 0–1 | |$\beta $|=0.006 | |$\varTheta $|=0 | 0.003 |
| PDE | 92.990 | ZS | |$\alpha $|=0.03 | |$\varTheta $|=0 | 3.505 | |
| PCA | 99.990 | 0–1 | |$n_{c}$|=4 | |$\varTheta $|=0 | 0.031 | |
| MST | 100.000 | — | — | |$\varTheta $|=0 | 3.671 | |
| SVDD | 99.909 | ZS | |$\sigma $|=4.5 | |$\varTheta $|=0 | 100.000 |
| Deviation . | . | Technique . | AUC (%) . | Preproc. . | Configuration . | Effort (%) . |
|---|---|---|---|---|---|---|
| 5% | Gauss | 100.000 | 0–1 | |$\beta $|=0.01 | |$\varTheta $|=0 | 0.006 |
| PDE | 85.485 | ZS | |$\alpha $|=0.05 | |$\varTheta $|=0 | 3.795 | |
| PCA | 99.990 | 0–1 | |$n_{c}$|=4 | |$\varTheta $|=0 | 0.026 | |
| MST | 99.990 | — | — | |$\varTheta $|=0 | 3.223 | |
| SVDD | 99.848 | ZS | |$\sigma $|=3.5 | |$\varTheta $|=0 | 100.000 | |
| 10% | Gauss | 100.000 | 0–1 | |$\beta $|=0.005 | |$\varTheta $|=0 | 0.008 |
| PDE | 89.717 | ZS | |$\alpha $|=0.05 | |$\varTheta $|=0 | 4.701 | |
| PCA | 99.990 | 0–1 | |$n_{c}$|=4 | |$\varTheta $|=0 | 0.045 | |
| MST | 99.990 | — | — | |$\varTheta $|=0 | 5.617 | |
| SVDD | 99.879 | ZS | |$\sigma $|=4 | |$\varTheta $|=0 | 100.000 | |
| 15% | Gauss | 99.990 | — | |$\beta $|=0 | |$\varTheta $|=0 | 0.056 |
| PDE | 91.646 | ZS | |$\alpha $|=0.1 | |$\varTheta $|=0 | 3.614 | |
| PCA | 99.990 | — | |$n_{c}$|=1 | |$\varTheta $|=0 | 0.074 | |
| MST | 100.000 | — | — | |$\varTheta $|=0 | 3.973 | |
| SVDD | 99.889 | ZS | |$\sigma $|=4 | |$\varTheta $|=0 | 100.000 | |
| 20% | Gauss | 100.000 | 0–1 | |$\beta $|=0.006 | |$\varTheta $|=0 | 0.003 |
| PDE | 92.990 | ZS | |$\alpha $|=0.03 | |$\varTheta $|=0 | 3.505 | |
| PCA | 99.990 | 0–1 | |$n_{c}$|=4 | |$\varTheta $|=0 | 0.031 | |
| MST | 100.000 | — | — | |$\varTheta $|=0 | 3.671 | |
| SVDD | 99.909 | ZS | |$\sigma $|=4.5 | |$\varTheta $|=0 | 100.000 |
| Deviation . | . | Technique . | AUC (%) . | Preproc. . | Configuration . | Effort (%) . |
|---|---|---|---|---|---|---|
| 5% | Gauss | 100.000 | 0–1 | |$\beta $|=0.01 | |$\varTheta $|=0 | 0.006 |
| PDE | 85.485 | ZS | |$\alpha $|=0.05 | |$\varTheta $|=0 | 3.795 | |
| PCA | 99.990 | 0–1 | |$n_{c}$|=4 | |$\varTheta $|=0 | 0.026 | |
| MST | 99.990 | — | — | |$\varTheta $|=0 | 3.223 | |
| SVDD | 99.848 | ZS | |$\sigma $|=3.5 | |$\varTheta $|=0 | 100.000 | |
| 10% | Gauss | 100.000 | 0–1 | |$\beta $|=0.005 | |$\varTheta $|=0 | 0.008 |
| PDE | 89.717 | ZS | |$\alpha $|=0.05 | |$\varTheta $|=0 | 4.701 | |
| PCA | 99.990 | 0–1 | |$n_{c}$|=4 | |$\varTheta $|=0 | 0.045 | |
| MST | 99.990 | — | — | |$\varTheta $|=0 | 5.617 | |
| SVDD | 99.879 | ZS | |$\sigma $|=4 | |$\varTheta $|=0 | 100.000 | |
| 15% | Gauss | 99.990 | — | |$\beta $|=0 | |$\varTheta $|=0 | 0.056 |
| PDE | 91.646 | ZS | |$\alpha $|=0.1 | |$\varTheta $|=0 | 3.614 | |
| PCA | 99.990 | — | |$n_{c}$|=1 | |$\varTheta $|=0 | 0.074 | |
| MST | 100.000 | — | — | |$\varTheta $|=0 | 3.973 | |
| SVDD | 99.889 | ZS | |$\sigma $|=4 | |$\varTheta $|=0 | 100.000 | |
| 20% | Gauss | 100.000 | 0–1 | |$\beta $|=0.006 | |$\varTheta $|=0 | 0.003 |
| PDE | 92.990 | ZS | |$\alpha $|=0.03 | |$\varTheta $|=0 | 3.505 | |
| PCA | 99.990 | 0–1 | |$n_{c}$|=4 | |$\varTheta $|=0 | 0.031 | |
| MST | 100.000 | — | — | |$\varTheta $|=0 | 3.671 | |
| SVDD | 99.909 | ZS | |$\sigma $|=4.5 | |$\varTheta $|=0 | 100.000 |
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