Skip to main content

Advances, Systems and Applications

Table 5 Linear ensemble methods example: on the left side is anomaly scores obtained by each base method; on the right side is anomaly scores obtained through ensemble methods

From: Robust and accurate performance anomaly detection and prediction for cloud applications: a novel ensemble learning-based framework

Index

IForest

KNN

LOF

OCSVM

Max

Avg

Weighted Avg

1

-0.41

-0.23

0.14

-0.88

0.14

-0.35

-0.49

2

-0.18

-0.03

0.63

-0.86

0.63

-0.11

-0.33

3

2.29

5.14

1.07

0.62

5.14

2.28

2.76

4

2.36

4.56

0.86

0.11

4.56

1.97

2.42

5

1.99

1.5

-0.3

-0.19

1.99

0.75

1.14