Advances, Systems and Applications
From: WISE: a computer system performance index scoring framework
Benchmark | Function | Norm | Precision (%) | Recall (%) | Ranking |
---|---|---|---|---|---|
MongoDB (steady) | Tanh | â„“1 | 1.0 | 0.667 | 0.699 |
 |  | ℓ2 | 1.0 | 0.333 | 0.51 |
 | Exp. | ℓ1 | 1.0 | 0.333 | 0.51 |
 |  | ℓ2 | 0.858 | 1.0 | 0.897 |
MongoDB (bursty) | Tanh | â„“1 | 1.0 | 0.778 | 0.806 |
 |  | ℓ2 | 1.0 | 0.556 | 0.564 |
 | Exp. | ℓ1 | 1.0 | 0.556 | 0.564 |
 |  | ℓ2 | 0.889 | 0.889 | 0.849 |
Streaming | Tanh | â„“1 | 1.0 | 0.667 | 0.704 |
 |  | ℓ2 | 1.0 | 0.333 | 0.842 |
 | Exp. | ℓ1 | 1.0 | 0.667 | 0.704 |
 |  | ℓ2 | 0.4 | 0.667 | 0575 |