A Cycle Deep Belief Network Model for Multivariate Time Series Classification

Table 2

Classification error rate of five models on sleep datasets.

Subject	Cycle_DBN	DBN	NN_ED	NN_DTW	RNN
Ucdbb009	0.0061	0.27619	0.3572	0.3359	0.432568
Ucdbb010	0.0112	0.19108	0.45832	0.3971	0.5609
Ucdbb011	0.0044	0.10805	0.58243	0.57314	054586
Ucdbb012	0.0098	0.04804	0.41244	0.3379	0.45141
Ucdbb013	0.0068	0.19709	0.4964	0.4857	0.65820
Ucdbb014	0.0077	0.26535	0.47192	0.36183	0.58422