Skip to main content
Cybersecurity

Table 7 Aggregated cross-validation results for multi-class classification

From: Enhanced detection of obfuscated malware in memory dumps: a machine learning approach for advanced cybersecurity

Folds

Without balancing

Balancing with SMOTE

Acc

PR

RE

FS

Acc

PR

RE

FS

Fold 1

0.9997

0.9997

0.9997

0.9997

1.0000

1.0000

1.0000

1.0000

Fold 2

0.9997

0.9997

0.9997

0.9997

1.0000

1.0000

1.0000

1.0000

Fold 3

0.9994

0.9994

0.9994

0.9994

1.0000

1.0000

1.0000

1.0000

Fold 4

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

Fold 5

0.9997

0.9997

0.9997

0.9997

1.0000

1.0000

1.0000

1.0000

Mean

0.9997

0.9997

0.9997

0.9997

1.0000

1.0000

1.0000

1.0000

Standard deviation

0.0002

0.0002

0.0002

0.0002

0.0000

0.0000

0.0000

0.0000

Back to article page