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

Table 7

ZPA-2: the device type identification model performance with addition features.

Classifier	Jingdong (%)	Xiaomi (%)	Haiman (%)	Apara (%)	Huawei (%)	Total (%)
RandomForest	89.95	99.72	79.83	98.16	83.49	93.27
DecisionTree	89.71	99.74	80.48	98.47	83.63	93.16
ExtraTree	89.81	99.74	80.97	98.01	83.70	93.13
SVM	73.93	99.53	73.01	71.77	75.12	82.33
Logistic Reg.	78.37	99.34	77.39	77.34	74.61	85.46
Naïve Bayes	69.78	89.93	71.38	71.01	71.92	70.42
KNN	87.16	99.74	78.69	96.64	81.52	91.98
XGBoost	89.78	99.72	80.81	98.32	83.56	92.32
Adaboost	89.81	99.74	80.65	98.55	83.20	88.91
CNN	84.41	99.66	80.49	84.41	77.09	87.23
LSTM	75.34	99.63	82.92	71.10	77.81	91.92