Using transfer learning for smart building management system

Journal of Big Data

Table 4 Test MSE of all models for each actual count

Act. Cnt.	#Train data	AlexNet	VGG16	Goog LeNet	ResNet				Dense Net121
Act. Cnt.	#Train data	AlexNet	VGG16	Goog LeNet	18	50	101	152	Dense Net121
0	38	0.898	0.094	7.151	6.038	5.039	6.157	5.200	5.776
1	78	0.384	0.642	4.136	3.774	3.288	3.037	2.147	2.220
2	95	0.311	0.903	1.048	1.071	0.836	0.833	0.680	0.527
3	127	0.476	1.115	0.563	0.794	1.072	0.544	1.020	0.720
4	102	0.479	1.533	0.510	0.810	0.806	1.138	0.999	0.686
5	83	0.684	1.589	0.865	0.949	1.249	1.371	1.430	1.364
6	90	0.417	1.025	1.915	1.100	0.895	0.838	0.951	1.561
7	50	1.008	2.141	1.832	1.254	1.076	0.845	0.737	1.103
8	22	0.975	2.970	4.657	1.987	1.367	2.512	0.669	2.239
9	12	4.457	1.143	10.545	6.572	5.168	5.326	4.988	4.070
10	21	0.530	2.589	15.581	7.764	9.067	6.615	6.066	6.546
11	3	2.014	7.326	33.227	14.997	15.220	18.457	15.053	18.188
12	3	0.517	0.917	34.812	29.127	28.506	28.229	20.813	31.236
13	7	1.750	12.371	51.475	31.875	26.061	24.514	20.675	32.732