Enhanced Intelligent Smart Home Control and Security System Based on Deep Learning Model

Table 2

Results obtained from the prediction for the classification problem of house occupant and intruders using the proposed CNN architecture.

Metrics	Accuracy	Precision	Recall	F1-score	Specificity	Cohen’s kappa
CNN	0.998	0.998	0.998	0.997	1.000	0.998
SVM	0.900	0.833	0.714	0.769	0.957	0.706
KNN	0.867	0.667	0.857	0.750	0.870	0.661
Complex decision tree	0.830	0.667	0.571	0.615	0.913	0.734