Fig 1.
Illustration of anomaly detection rule (Univariate case when ).
Table 1.
Performance on Yahoo A1 benchmark.
Fig 2.
Best F1 scores on all A1 benchmark time series.
Fig 3.
Anomaly detection result on time series No.36.
Fig 4.
Estimates of the state variables for time series No.36.
Fig 5.
Anomaly detection result on time series No.61.
Table 2.
Performance on NAB realAdExchange.
Fig 6.
Anomaly detection result on exchange-4_cpm_results.
Fig 7.
Anomaly detection result on exchange-3_cpc_results.
Fig 8.
Data for application.
Table 3.
Parameter estimates.
Fig 9.
Application result.
Fig 10.
Detected anomalies.
Fig 11.
PV via e-mail newsletter by day of week.
Fig 12.
Filtered value of day-of-week component.
Table 4.
List of days detected as anomalies.
Fig 13.
Number of detected anomalies by threshold .