Change Point Detection On Skab
Metrics
NAB (LowFN)
NAB (lowFP)
NAB (standard)
Results
Performance results of various models on this benchmark
Model Name | NAB (LowFN) | NAB (lowFP) | NAB (standard) | Paper Title | Repository |
|---|---|---|---|---|---|
| BinSeg CPD algorithm (Mahalanobis metric) | 25.04 | 21.69 | 24.1 | Unsupervised Offline Changepoint Detection Ensembles | |
| Opt CPD algorithm (Mahalanobis metric) | 23.37 | 19.9 | 22.37 | Unsupervised Offline Changepoint Detection Ensembles | |
| LSTMCaps | 31.59 | 17.14 | 27.77 | Hybridization of Capsule and LSTM Networks for unsupervised anomaly detection on multivariate data | - |
| Win CPD algorithm (l1 metric) | 19.19 | 16.22 | 18.4 | Unsupervised Offline Changepoint Detection Ensembles | |
| WinEnsemble CPDE algorithm (Sum+MinAbs) | 20.35 | 17.03 | 19.38 | Unsupervised Offline Changepoint Detection Ensembles | |
| BinSegEnsemble CPDE algorithm (WeightedSum+Rank) | 19.51 | 15.36 | 18.1 | Unsupervised Offline Changepoint Detection Ensembles | |
| OptEnsemble CPDE algorithm (WeightedSum+Rank) | 24.35 | 20.52 | 23.07 | Unsupervised Offline Changepoint Detection Ensembles |
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