A Cycle Deep Belief Network Model for Multivariate Time Series Classification

Table 4

Classification error rate of five models on ten UCR time series datasets.

Dataset	Cycle_DBN	DBN	NN_ED	NN_DTW	RNN
uWaveGestureLibrary_Z	0.333333	0.330656	0.350363	0.35	0.419598
UWaveGestureLibraryAll	0.095047	0.07095	0.051926	0.052	0.100503
FordA	0.489647	0.487211	0.341016	0.341	0.484865
Two Patterns	0.044365	0.032374	0.09325	0.090	0.10775
ECG5000	0.049161	0.051559	0.075111	0.075	0.072889
Wafer	0.000838	0.002513	0.004543	0.005	0.006976
StarLightCurves	0.069481	0.070779	0.151166	0.151	0.326979
ElectricDevices	0.029931	0.338983	0.449228	0.376	0.9135
InsectWingbeatSound	0.39782	0.384196	0.438384	0.438	0.408081
Face (all)	0.101333	0.106667	0.286391	0.286	0.193491