Table 16 The evaluation of CoLog on previously unobserved datasets.

From: A unified framework for detecting point and collective anomalies in operating system logs via collaborative transformers

Dataset

Average

Class

# Samples

Precision

Recall

F1-Score

Accuracy

Honey5

 

0: Anomaly

56588

98.375

99.731

99.049

99.129

 

1: Normal

67798

99.773

98.625

99.196

Macro

 

124386

99.074

99.178

99.122

Windows

 

0: Anomaly

6404

99.855

96.705

98.255

99.119

 

1: Normal

18567

98.876

99.952

99.411

Macro

 

24971

99.365

98.328

98.833