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Advances, Systems and Applications

Table 3 WISE Score validation results using benchmark performance metrics

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

  

â„“2

1.0

0.333

0.51

 

Exp.

â„“1

1.0

0.333

0.51

  

â„“2

0.858

1.0

0.897

MongoDB (bursty)

Tanh

â„“1

1.0

0.778

0.806

  

â„“2

1.0

0.556

0.564

 

Exp.

â„“1

1.0

0.556

0.564

  

â„“2

0.889

0.889

0.849

Streaming

Tanh

â„“1

1.0

0.667

0.704

  

â„“2

1.0

0.333

0.842

 

Exp.

â„“1

1.0

0.667

0.704

  

â„“2

0.4

0.667

0575

  1. Boldface numbers indicate the best evaluation metrics