Algorithm Overview¶
The following tables summarize the advised use cases for the current algorithms. Please consult the method specific pages for a more detailed breakdown of each method. The column Feature Level indicates whether the outlier scoring and detection can be done and returned at the feature level, e.g. per pixel for an image.
Outlier Detection¶
Detector |
Tabular |
Image |
Time Series |
Text |
Categorical Features |
Online |
Feature Level |
---|---|---|---|---|---|---|---|
✔ |
✘ |
✘ |
✘ |
✔ |
✘ |
✘ |
|
✔ |
✘ |
✘ |
✘ |
✔ |
✔ |
✘ |
|
✔ |
✔ |
✘ |
✘ |
✘ |
✘ |
✔ |
|
✔ |
✔ |
✘ |
✘ |
✘ |
✘ |
✘ |
|
✔ |
✔ |
✘ |
✘ |
✘ |
✘ |
✘ |
Adversarial Detection¶
Detector |
Tabular |
Image |
Time Series |
Text |
Categorical Features |
Online |
Feature Level |
---|---|---|---|---|---|---|---|
✔ |
✔ |
✘ |
✘ |
✘ |
✘ |
✘ |