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Table 9 Classification performance for 643 malware and 8840 benign samples

From: Detecting and classifying method based on similarity matching of Android malware behavior with profile

Category

Accuracy

AUC

Method 1

Method 2

Crowdroid

Method 1

Method 2

Crowdroid

Malware

      

 AdWo

1.00

1.00

0.01

1.00

1.00

0.49

 AirPush

1.00

1.00

0.00

1.00

1.00

0.50

 Boxer

1.00

1.00

0.00

1.00

1.00

0.50

 FakeBattScar

1.00

1.00

1.00

1.00

1.00

1.00

 GinMaster

1.00

1.00

0.00

1.00

1.00

0.49

Benign

0.97

0.97

0.96

0.99

0.99

0.52

Average

0.98

0.98

0.90

0.99

0.99

0.52

  1. Italic text means that Andro-profiler outperforms Crowdroid in detecting malware and classifying malware families