Table 6 F1 score.
From: Smart adaptive ensemble model for multiclass imbalanced nonstationary data streams
Model | Data stream | |||||||
---|---|---|---|---|---|---|---|---|
S1 | S2 | S3 | S4 | S5 | S6 | S7 | S8 | |
SAEM | 82.7 | 82.8 | 89.99 | 89.01 | 88.7 | 87.98 | 88.07 | 88.39 |
ROSE | 77.69 | 78.56 | 89.14 | 88.34 | 83.14 | 84.94 | 77.77 | 85.42 |
CALMID | 69.23 | 69.49 | 86.51 | 85.63 | 77.22 | 78.27 | 76.93 | 78.54 |
KUE | 67.79 | 69.98 | 74.04 | 72.45 | 67.5 | 65.28 | 60.4 | 63.72 |
AUE | 56.43 | 55.52 | 72.71 | 72.76 | 63.93 | 63.65 | 60.97 | 64.34 |
AWE | 56.12 | 56.34 | 72.85 | 71.71 | 61.46 | 61.77 | 63.08 | 61.98 |