Research Article

Identifying Known and Unknown Mobile Application Traffic Using a Multilevel Classifier

Table 2

The details of each layer classifier.

ā€‰ModelFeaturesOutputClassifier Number

Layer 1Random ForestFirst 16 bytes of payloadbinary-class1
Layer 2Random ForestFirst 16 bytes of payloadN+1-class1
Layer 3Random ForestPort, 12 statistical featuresbinary-class(N+2)(N+1)/2
Xgboost [24](N+2)(N+1)/2