Table 2.

Performance evaluation of classification model.

Attributes	Accuracy (%)		Sensitivity (%)		Specificity (%)		F-score (%)
	SVM	MLP	SVM	MLP	SVM	MLP	SVM	MLP
Pump	86.66	76.66	81.81	77.27	100	75	95.74	86.73
Light	96.66	70	100	89.47	90.90	36.36	95.95	73.91
Fan	90	83.33	94.11	82.35	84.61	84.61	89.88	86.41