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Commit 85c00219 authored by DesireeWyrzylala's avatar DesireeWyrzylala
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adapt ranking from models

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docs/evaluation/Ranking der Modelle im Vergleich zu den Autoren.md
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| Platz nach Autoren | Model | VUS-PR nach Autoren | AUC-PR | VUS-PR | Platz nach AUC-PR | Platz nach VUS-PR |
| ------------------ | ----------- | ------------------- | ------ | ------ | ----------------- | ----------------- |
| 1 | Sub-PCA | 0.42 | 0.407 | 0.444 | 2 | 4 |
| 2 | KShapeAD | 0.40 | | | | |
| 2 | KShapeAD | 0.40 | 0.383 | 0.423 | | |
| 3 | POLY | 0.39 | 0.394 | 0.478 | 3 | 2 |
| 4 | KMeansAD | 0.37 | 0.444 | 0.489 | 1 | 1 |
| 5 | USAD | 0.36 | 0.352 | 0.375 | 7 | 7 |
| 6 | Sub-KNN | 0.35 | 0.292 | 0.384 | 10 | 5 |
| 7 | CNN | 0.34 | 0.366 | 0.367 | 5 | 8 |
| 8 | LSTMAD | 0.33 | 0.313 | 0.320 | 8 | 10 |
| 9 | IForest | 0.30 | 0.304 | 0.341 | 9 | 9 |
| 10 | OmniAnomaly | 0.29 | 0.354 | 0.377 | 6 | 6 |
| 11 | Sub-LOF | 0.25 | 0.374 | 0.473 | 4 | 3 |
| 12 | Sub-OCSVM | 0.23 | | | | |
| 13 | LOF | 0.17 | 0.156 | 0.185 | 13 | 13 |
| 5 | USAD | 0.36 | 0.352 | 0.375 | | |
| 6 | Sub-KNN | 0.35 | 0.292 | 0.384 | | |
| 7 | CNN | 0.34 | 0.366 | 0.367 | | |
| 8 | LSTMAD | 0.33 | 0.313 | 0.320 | | |
| 9 | IForest | 0.30 | 0.304 | 0.341 | | |
| 10 | OmniAnomaly | 0.29 | 0.354 | 0.377 | | |
| 11 | Sub-LOF | 0.25 | 0.374 | 0.473 | | 3 |
| 12 | Sub-OCSVM | 0.23 | 0.275 | 0.339 | | |
| 13 | Sub-iForest | 0.22 | | | | |
| 14 | LOF | 0.17 | 0.156 | 0.185 | 14 | 14 |
# Verbesserungen der Modelle
| Model | AUC-PR lt. Paper | AUC-PR | + AUC-PR \[%\] | VUS-PR lt. Paper | VUS-PR | + VUS-PR \[%\] |
| ---------------- | ---------------- | ------ | --------------- | ---------------- | ------ | --------------- |
| Sub-PCA | 0.37 | 0.407 | 10 | 0.42 | 0.444 | 5.7 |
| KShapeAD | 0.35 | | | 0.40 | | |
| KShapeAD | 0.35 | 0.383 | 9.4 | 0.40 | 0.423 | 5.8 |
| POLY | 0.31 | 0.394 | 27.1 | 0.39 | 0.478 | 22.6 |
| KMeansAD | 0.32 | 0.444 | 38.8 | 0.37 | 0.489 | 32.2 |
| USAD | 0.32 | 0.352 | 9.4 | 0.36 | 0.375 | 4.2 |
| Sub-KNN | 0.27 | 0.292 | 8.15 | 0.35 | 0.384 | 9.71 |
| Sub-KNN | 0.27 | 0.292 | 8.15 | 0.35 | 0.384 | 9.7 |
| Sub-KNN V2 | 0.27 | | | 0.35 | | |
| CNN | 0.33 | 0.366 | 10.9 | 0.34 | 0.367 | 7.9 |
| LSTMAD | 0.31 | 0.313 | - | 0.33 | 0.320 | 3.0 |
| IForest | 0.29 | 0.304 | 4.8 | 0.30 | 0.341 | 13.7 |
| Sub-iForest | 0.16 | | | 0.22 | | |
| OmniAnomaly | 0.27 | 0.354 | 31.1 | 0.29 | 0.377 | 30 |
| Sub-LOF | 0.16 | 0.374 | 133.8 | 0.25 | 0.473 | 89.2 |
| Sub-OCSVM | | | | 0.23 | | |
| Sub-OCSVM | 0.16 | 0.275 | 71.9 | 0.23 | 0.339 | 47.4 |
| LOF | 0.14 | 0.156 | 11.4 | 0.17 | 0.185 | 8.8 |
| **Durchschnitt** | | | $\approx$ 25.95 | | | $\approx$ 20.64 |
| **Durchschnitt** | | | $\approx$ 28.21 | | | $\approx$ 21.55 |
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