ZPA: A Smart Home Privacy Analysis System Based on ZigBee Encrypted Traffic

Table 8

Device state identification model evaluation.

Classifier	5-fold cross-validation (%)
RandomForest	93.79
DecisionTree	94.92
ExtraTree	92.63
SVM	57.04
Logistic Reg.	92.65
Naïve Bayes	62.04
KNN	88.65
XGBoost	93.36
Adaboost	93.21
CNN	89.64
LSTM	90.52