A Cycle Deep Belief Network Model for Multivariate Time Series Classification

Table 1

Distribution of five classes in the data set.

Subject	Total	Awake	REM	Stage 1	Stage 2	SWS
trainSamples	25000	5017	5005	4993	4986	4999
Val Samples	5000	983	995	1007	1014	1001
Ucdbb009	20000	4230	3720	6420	740	4890
Ucdbb010	20000	1980	11040	2610	2480	1890
Ucdbb011	20000	3270	6170	2430	390	7740
Ucdbb012	20000	4380	7710	930	3660	3320
Ucdbb013	20000	2670	4040	3660	2010	7620
Ucdbb014	20000	0	6780	7380	1190	4650