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

Table 10

Confusion matrices of classification results with manual dataset.

KNN
	Weather	Food	Browser	Office	Keyboard	Music	Tools	Photo	Theme	Finance	VR	SNS
Weather	8	2	0	0	0	2	1	1	0	1	0	0
Food	0	14	0	4	0	0	1	1	0	0	0	1
Browser	0	0	3	1	0	0	0	1	0	1	0	1
Office	2	4	0	15	0	1	6	2	0	1	0	0
Keyboard	0	0	0	1	4	0	2	1	1	0	0	1
Music	1	8	0	7	0	25	4	4	0	0	2	0
Tools	1	12	0	2	0	2	51	8	0	2	3	2
Photo	1	3	0	4	0	0	9	24	0	0	0	1
Theme	0	4	0	1	0	0	8	1	22	0	0	1
Finance	0	1	1	2	0	2	2	0	0	7	0	0
VR	0	0	0	1	0	1	2	1	0	0	3	0
SNS	0	10	0	1	0	0	7	2	0	0	0	24
NB
	Weather	Food	Browser	Office	Keyboard	Music	Tools	Photo	Theme	Finance	VR	SNS
Weather	9	2	0	2	0	0	1	0	0	0	0	1
Food	0	15	0	3	0	1	0	1	0	0	0	1
Browser	1	0	4	0	0	0	0	0	0	1	0	1
Office	1	4	0	21	1	1	0	0	0	2	0	1
Keyboard	0	0	0	0	6	2	0	1	0	0	0	1
Music	0	1	0	4	0	41	0	1	0	1	1	2
Tools	1	2	0	8	0	4	59	1	1	1	1	5
Photo	0	2	0	7	0	2	1	27	0	0	0	3
Theme	1	2	0	2	0	1	2	2	25	0	0	2
Finance	0	1	0	2	0	0	0	0	0	11	0	1
VR	0	1	0	0	0	1	0	0	0	0	5	1
SNS	0	6	0	3	0	1	1	0	1	1	0	31
SVM
	Weather	Food	Browser	Office	Keyboard	Music	Tools	Photo	Theme	Finance	VR	SNS
Weather	8	1	1	0	0	0	2	1	2	0	0	0
Food	0	16	0	0	0	1	0	1	0	0	0	3
Browser	0	0	5	0	0	0	0	0	1	0	0	1
Office	0	0	0	22	0	1	3	1	0	0	1	3
Keyboard	0	0	0	0	6	0	2	1	0	0	0	1
Music	0	0	0	0	0	45	3	1	0	0	2	0
Tools	0	0	0	6	0	1	68	2	2	0	0	4
Photo	0	3	0	1	1	0	3	32	1	0	0	1
Theme	1	2	1	0	0	0	4	1	28	0	0	0
Finance	0	1	0	0	0	0	3	0	0	10	0	1
VR	0	0	0	0	0	3	0	0	0	0	5	0
SNS	0	1	0	3	0	1	3	1	1	0	0	34
DNN
	Weather	Food	Browser	Office	Keyboard	Music	Tools	Photo	Theme	Finance	VR	SNS
Weather	10	0	0	0	0	1	2	1	1	0	0	0
Food	0	18	0	0	0	0	1	1	0	0	0	1
Browser	0	0	5	0	0	0	1	0	0	0	0	1
Office	0	2	0	21	0	2	3	1	0	0	0	2
Keyboard	0	0	0	0	6	1	2	1	0	0	0	0
Music	0	0	0	2	0	46	2	1	0	0	0	0
Tools	0	1	0	0	0	1	76	0	1	0	0	4
Photo	0	2	0	2	1	0	5	33	0	0	0	1
Theme	1	0	0	0	0	1	1	1	33	0	0	0
Finance	0	0	0	0	0	0	2	1	0	12	0	0
VR	0	0	0	0	0	3	0	0	0	0	5	0
SNS	0	0	0	2	0	0	2	0	1	0	0	39