The following table shows the average (over 20 replicates) area under the ROC curve (AUC) for different anomaly detection approaches on the microarray anomaly detection compendium
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# | Data set | One-class SVM | LOF (l1 norm) | LOF (l2 norm) | FRaC | FRaC+GSEA | CSAX |
---|---|---|---|---|---|---|---|
1 | atrt | 1.00 | 1.00 | 1.00 | 1.00 | 0.99 | 0.99 |
2 | bcat | 0.97 | 0.95 | 0.97 | 0.97 | 0.92 | 0.87 |
3 | bild | 0.78 | 0.77 | 0.82 | 0.88 | 0.98 | 1.00 |
4 | biomarkers | 0.59 | 0.93 | 0.95 | 0.95 | 0.93 | 0.94 |
5 | breast.basal | 0.75 | 0.69 | 0.70 | 0.76 | 0.77 | 0.73 |
6 | breast.er | 0.65 | 0.78 | 0.81 | 0.83 | 0.78 | 0.82 |
7 | desmoplastic | 0.43 | 0.41 | 0.46 | 0.43 | 0.41 | 0.53 |
8 | diabetes | 0.49 | 0.45 | 0.48 | 0.49 | 0.42 | 0.44 |
9 | downs | 0.65 | 0.66 | 0.64 | 0.64 | 0.52 | 0.58 |
10 | ethnic | 0.59 | 0.65 | 0.65 | 0.66 | 0.64 | 0.67 |
11 | gender | 0.85 | 0.65 | 0.84 | 0.83 | 0.72 | 0.98 |
12 | hematopoiesis | 0.69 | 0.79 | 0.89 | 0.89 | 0.85 | 0.92 |
13 | leukemia | 0.93 | 0.88 | 0.92 | 0.93 | 0.89 | 0.93 |
14 | lymphomas | 0.59 | 0.84 | 0.85 | 0.87 | 0.87 | 0.81 |
15 | meningiomas | 0.55 | 0.61 | 0.66 | 0.65 | 0.66 | 0.69 |
16 | meta.1.2 | 1.00 | 0.94 | 1.00 | 0.98 | 0.74 | 0.87 |
17 | mind.body | 0.43 | 0.61 | 0.59 | 0.54 | 0.56 | 0.53 |
18 | multitumor | 1.00 | 0.88 | 0.99 | 1.00 | 1.00 | 0.99 |
19 | revlimid | 0.64 | 0.47 | 0.64 | 0.56 | 0.60 | 0.66 |
20 | ross2 | 0.96 | 0.91 | 0.96 | 0.98 | 0.95 | 0.98 |
21 | ross3 | 0.98 | 1.00 | 0.98 | 1.00 | 1.00 | 1.00 |
22 | roth07 | 0.63 | 0.59 | 0.62 | 0.67 | 0.59 | 0.65 |
23 | sepsis | 0.61 | 0.64 | 0.62 | 0.68 | 0.54 | 0.64 |
24 | shakes | 0.43 | 0.45 | 0.44 | 0.45 | 0.42 | 0.43 |
25 | smokers | 0.65 | 0.62 | 0.62 | 0.58 | 0.58 | 0.60 |
26 | smokers2 | 0.55 | 0.63 | 0.65 | 0.72 | 0.74 | 0.73 |
27 | survey | 0.61 | 0.67 | 0.71 | 0.88 | 0.81 | 0.86 |
28 | tzd | 0.57 | 0.54 | 0.56 | 0.60 | 0.61 | 0.59 |