Scientific Programming

Research Article

Modified Decision Tree Technique for Ransomware Detection at Runtime through API Calls

Table 2

Summary in detail of the existing literature (detection, classification, and computational models for RW).
PCMobileData SourceStatisticsMachine learning-basedOutcomeAccuracy
Ref.NetworkWindowsMacLinuxRaspberryAndroidIOSCloudDynamic analysisStatic analysisHoneypotStatisticRandom forestDecision treeDimension reductionSupport vector machineClusteringDeep learningEnsembleNeural networkRegularizationRule systemRegressionBinary classificationMulticlass classificationClusteringAccuracyTrue positive rateFalse positive rateTrue negative rateFalse negative ratePrecisionMeasureTime
[16]   x         x         x  xxx     
[17]         x         x   x  x  xx  x
[18] x      x  x                      
[19] x       x  x          x  x       
[4]         x  x               x x   
[20]        x   x               x x   
[21]        xx  x                     
[22]        x             x     x x   
[23] x          x          x          
[24]               x          x       
[25]                   x        x x   
[26]                   x   x  x       
Total0301000044015101000300150051515001