Research Article

Improved Malware Detection Model with Apriori Association Rule and Particle Swarm Optimization

Table 6

Models Best Performance of Unsupervised learners (Appropriateness) in terms of Error and Accuracy.

Classification AlgorithmsTrue Detection Rate (TPR)False Alarm Rate (FPR)AccuracyF-MeasureMAERMSE

Bayesian Classifier0.94890.27050.84110.85980.16950.3668
Naïve Bayes0.92700.27710.82800.85000.17030.3748
PART0.88830.13320.87910.90300.12970.3210
J480.88150.10530.88020.90750.14770.3233
Random Forest0.92000.14090.89600.91640.15480.2662
Neural Network0.95010.15280.91140.9332-0.3983
Classification-based Multiple Association Rule0.78840.88620.6670
0.7974-0.5747