AndroClass: An Effective Method to Classify Android Applications by Applying Deep Neural Networks to Comprehensive Features

Table 9

Classification accuracy (%) of AndroClass for all categories with manual dataset.

			accuracy
	category	#APP	KNN	NB	SVM	DNN
1	Weather	15	53.3	60.0	53.3	66.6
2	Food & Drink	21	66.7	71.4	76.1	85.7
3	Web Browser	7	42.8	57.1	71.4	71.4
4	Office & Business	31	48.3	67.7	70.9	67.7
5	Keyboard	10	40.0	60.0	60.0	60.0
6	Music & Video	51	49.0	80.3	88.2	90.1
7	Tools	83	61.4	71.0	81.9	91.5
8	Photo & Art	42	57.1	64.2	76.1	78.5
9	Theme & Wallpaper	37	59.4	67.5	75.6	89.1
10	Finance	15	46.6	73.3	66.7	80.0
11	Virtual Reality	8	37.5	62.5	62.5	62.5
12	SNS & Communication	44	54.5	70.4	77.2	88.6
	total accuracy		55.5	70.6	76.8	83.5