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

Table 6

ZPA-1: The device type identification model performance with base features.

Classifier	Jingdong (%)	Xiaomi (%)	Haiman (%)	Apara (%)	Huawei (%)	Total (%)
RandomForest	86.62	96.02	80.55	98.04	83.56	85.19
DecisionTree	86.49	96.06	80.54	98.37	83.70	85.30
ExtraTree	86.62	96.13	80.06	98.48	83.49	85.24
SVM	74.16	89.84	72.87	72.69	75.12	53.31
Logistic Reg.	84.46	95.69	78.59	80.93	74.61	62.94
Naïve Bayes	75.21	84.54	70.09	72.69	71.12	50.65
KNN	85.26	95.58	78.59	97.50	81.52	81.83
XGBoost	86.74	96.13	80.38	98.48	83.49	85.32
Adaboost	86.43	95.91	79.73	98.04	83.34	81.30
CNN	83.63	95.04	78.36	81.73	76.06	83.55
LSTM	72.21	93.82	80.45	71.82	76.18	84.06