MTSAnomalyDetection
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Multidimensional Time Series Anomaly Detection
MTS Anomaly Detection
Multidimensional Time Series Anomaly Detection (MTSAD)
Glossary
- Anomaly (
+1) -> Anomalies -> Anomaly Detection - Normal (
-1) - Observed
- Predicted
Data
MTS2 Format
| t | [features] | tag |
|---|---|---|
| t0 | [v0, v1, ..., vd-1] | -1 / 'n' |
| t1 | [v0, v1, ..., vd-1] | +1 / 'a' |
| ... | ... | ... |
Columns:
- t: datetime.
- [features]: d features.
- tag:
+1orafor anomaly,-1ornfor normal.
MTS2 Format : Multidimensional Time Series Supervised (MTSS)
Note: All datasets should be transformed into this format for further processing.
Algorithm
Supervised
Semi-Supervised
Unsupervised
System Architecture
License
MTSAnomalyDetection is licensed under the Apache License, Version 2.0.
See LICENSE for the full license text.