Table 3.
Scenario 2 (decreasing global trend mean): Comparison of hot-spot detection under small and large hot-spots with four criterions: precision, recall, F-measure and .
Large shift | Small shift | |||||||
---|---|---|---|---|---|---|---|---|
Methods | Precision | Recall | F-measure | ARL | Precision | Recall | F-measure | |
SSD-Tensor | 0.3242 | 0.9978 | 0.6610 | 1.3490 | 0.3245 | 0.9978 | 0.6612 | 3.4120 |
(0.0184) | (0.0085) | (0.0105) | (0.4762) | (0.0188 ) | (0.0085) | (0.0108) | (0.8217) | |
Scan-stat | 0.3111 | 0.4666 | 0.3889 | – | 0.2567 | 0.3851 | 0.3209 | – |
(0.0007) | (0.0011) | (0.0009) | (–) | (0.0307) | (0.0460) | (0.0383) | (–) | |
ZQ-LASSO | 0.0000 | 0.0000 | 0.0000 | 50.0000 | 0.0000 | 0.0000 | 0.0000 | 50.0000 |
(0.0000) | (0.0000) | (0.0000) | (0.0000) | (0.0000) | (0.0000) | (0.0000) | (0.0000) | |
PCA | – | – | – | 50.0000 | – | – | – | 50.0000 |
– | – | – | (0.0000) | – | – | – | (0.0000) | |
T2 | – | – | – | 50.0000 | – | – | – | 50.0000 |
– | – | – | (0.0000) | – | – | – | (0.0000) |