Time series classification based on statistical features

EURASIP Journal on Wireless Communications and Networking

Table 2 Comparison of loss, accuracy, and time of OTS and characteristic subsequences on FCN

Class	Sub_acc	Ori_acc	Sub_loss	Ori_loss	Sub_time (ms)	Ori_time (ms)	MPCE
Class	Sub_acc	Ori_acc	Sub_loss	Ori_loss	Sub_time (ms)	Ori_time (ms)	Sub	Ori
Beef	0.20000000	0.20000000	1.74064850	1.78573286	3084	1027	0.0266	0.0266
_ECG_torso	0.25000000	0.12500000	0.75720222	0.95993692	2001	3002	0.0187	0.0219
FISH	0.12000000	0.16000000	1.89679190	2.04517563	1007	2009	0.0050	0.0048
Haptics	0.25161290	0.21935483	1.60219245	1.62430625	2007	2008	0.0048	0.0050
nlineSkate	0.14000000	0.21000000	1.87575633	1.92259577	2004	3006	0.0086	0.0079
Lighting2	0.66666665	0.58333333	0.7384292	0.66227742	2041	3046	0.0055	0.0069
MALLAT	0.30909091	0.12727272	1.18807646	1.60943770	4002	5002	0.0126	0.0159
CG_Thorax1	0.06666666	0.05833333	3.53328775	3.68092299	4002	5003	0.0005	0.0005
CG_Thorax2	0.08777777	0.04166666	3.56809761	3.69119312	4002	5003	0.0005	0.0005
OliveOil	0.16666667	0.26666668	1.39539515	1.85584843	4137	4149	0.0278	0.0244
OSULeaf	0.30000000	0.24500000	1.56651332	1.55764289	5020	55021	0.0035	0.0038
ightCurves	0.91000000	0.46100000	0.17210860	0.36349089	8942	11001	0.0001	0.0005
Symbols	0.92000001	0.36000001	0.75745789	1.02618091	6006	6006	0.0032	0.0256
yoga	0.45666666	0.49666666	0.58991410	0.67094716	7002	8003	0.0018	0.0017
mean	0.346082	0.253878	1.527277	1.675406	3946.929	8091.857	0.0085	0.0104