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Cybersecurity

Table 6 Assessment metrics for various malware categories

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

Category

Without balancing

Balancing with SMOTE

ACC

PR

RE

FS

ACC

PR

RE

FS

Benign (0)

0.9997

0.9993

1.0000

0.9997

1.0000

1.0000

1.0000

1.0000

Ransomware (1)

0.9997

1.0000

0.9979

0.9990

1.0000

1.0000

1.0000

1.0000

Spyware (2)

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

Trojan (3)

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

1.0000

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