CNN-LSTM-Based Late Sensor Fusion for Human Activity Recognition in Big Data Networks

Table 7

Confusion matrix for the RealDisp Dataset using CNN-LSTM-LF.

	0	1	2	3	4	5	6	7	8	9	10	11	12	13	14	15	16	17	18	19	20	21	22	23	24	25	26	27	28	29	30	31	32
0	99.2	0.24	0	0	0	0	0	0	0	0	0.01	0	0	0.37	0.01	0	0	0	0	0	0	0	0	0	0	0	0	0.15	0	0	0	0	0
1	0.02	86.5	13.19	0	0	0	0	0.32	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
2	0	8.87	91.1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.04	0
3	0	0	0	82.8	14.7	0.92	0	0	0	0	0	0	0	0.09	0	0	0	0	0	0	0	0	0	0	0	0	0.46	0.46	0.55	0	0	0	0
4	0.05	0.1	0.41	5.87	66.4	10.9	6.23	8.7	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.51	0.31	0.26	0.1	0	0.1	0	0.05
5	0	0	0.35	5.19	3.74	87.2	2.2	1.1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.15	0	0	0	0	0	0	0.1
6	0.10	0	0	0.1	0.44	1.45	94.1	3.10	0	0	0	0.05	0	0	0	0	0	0	0.24	0	0.05	0	0.1	0	0	0.15	0	0.05	0.05	0	0	0	0
7	0.46	0	0.18	0.73	0.09	0.18	2.02	96.0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.18	0	0	0	0	0	0.18	0
8	0	0	0	0	0	0	0	0	99.8	0	0	0	0	0	0	0	0	0	0	0	0	0.21	0	0	0	0	0	0	0	0	0	0	0
9	0	0	0	0	0	0	0	0	0	100	0	0.03	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
10	0	0	0	0	0	0	0	0	0	0	80.9	0	0	2.41	0.5	0	13.02	0.14	0.07	0.11	0	0	0.04	0	0	0	0	2.87	0	0	0	0	0
11	0	0	0	0	0	0	0	0	0	0	0	99.7	0	0	0.11	0	0	0.15	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
12	0	0	0	0	0	0	0.03	0	0.10	0	0.17	0.73	98.9	0	0	0	0	0	0	0	0	0	0.07	0	0	0	0	0	0	0	0	0	0
13	0.09	0	0	0.04	0	0	0	0	0	0	0	0	0	99.8	0.04	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
14	0	0	0	0	0	0	0	0	0	0	0	0	0	0.48	99.5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
15	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	100	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
16	0	0	0	0	0	0	0	0	0	0	7.68	0	0	0	0	0	92.3	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
17	0.71	0	0	0	0	0.26	0.32	0.26	0.13	0	0	0.26	0	0	0	0	0	92.5	0	0	0	0.13	0	0	0	1.1	0	0.06	0	0	0	4.19	0.06
18	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	98.0	0.25	0.15	0	0.8	0	0.75	0	0	0	0	0	0	0	0
19	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	99.9	0.05	0	0	0	0	0	0	0	0	0	0	0	0
20	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.05	0.1	98.5	0.63	0.31	0	0.42	0	0	0	0	0	0	0	0
21	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	98.6	0	1.43	0	0	0	0	0	0	0	0	0
22	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3.62	1.60	0.10	0	94.7	0	0	0	0	0	0	0	0	0	0
23	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3.15	0.22	2.78	0	92.1	1.76	0	0	0	0	0	0	0	0
24	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.32	0	0.06	0	0.83	0	0	98.8	0	0	0	0	0	0	0	0
25	0.13	0.38	3.4	1.26	1.77	1.77	2.14	2.4	0	0	0	0	0	0	0	0	0.13	0	0	0	0	0	0	0	0	84.6	0.38	0.13	0.25	0.13	0	0.88	0.25
26	1.65	8.12	2.47	7.76	4.24	1.53	0	0	0	0	0	0	0	0.35	0	0	0	0	0	0	0	0	0	0	0	0.59	71.6	0	1.65	0	0	0	0
27	0.28	0	0	0	1.58	0	0	0	0	0	0.12	0	0	12.42	0.04	0	0	0	0.04	2.43	0.04	0	0	0	0.16	0	0	82.9	0	0	0	0	0
28	5.57	1.74	0.03	2.06	2.73	0.93	0.90	0.03	0.03	0	0	0	0	2.28	0	0	0	5.54	0.03	0.03	0	0.03	0	0.06	0	3.35	0.51	3.28	65.8	0	0	5.53	0.51
29	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	100	0	0	0
30	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	100	0	0
31	0.14	0.01	0	0	0	0	0	0	0	0.01	0	0	0	0	0	0.03	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	99.8	0
32	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	100