Research Article

A Novel Malware Classification Method Based on Crucial Behavior

Table 4

Summary of related work.

ApproachAnalysis typeAccuracy (detection/classification)PrecisionF1 score

Fredrikson et al. [37]Dynamic86.56% (D)NANA
Alam et al. [40]Static94%–99.6% (D)NANA
Ding et al. (SDG-A) [41]Dynamic96.2% (C)NANA
Ding et al. (CDG) [41]Dynamic96.4% (C)NANA
Our methodDynamic95.27 (C)95.3%95.3%
Our methodDynamic99.7% (D)99.7%99.7%