Composite Quantile Regression Neural Network for Massive Datasets

Table 5

Comparison of average CPU time in seconds for 100 repetitions.

Method
			DC-		PDE	26.12	26.16	29.72	21.58	31.24	33.61
SDE	251.42	244.58			285.12	196.51	296.12	305.2
DC-		PDE	8.77	8.49	9.41	6.66	9.22	9.98
		SDE	388.45	382.51	402.22	312.92	396.61	427.32
DC-		PDE	11.60	10.32	13.06	10.22	11.16	13.12
		SDE	102.25	97.46	116.42	96.55	99.17	119.23
DC-		PDE	6.72	5.41	6.41	6.44	7.31	8.47
		SDE	314.25	252.40	298.42	304.23	339.58	402.15
DC-QRNN		PDE	6.50	4.50	5.40	8.01	11.98	10.57
		SDE	58.26	38.75	47.56	72.58	102.2	92.68
DC-QRNN		PDE	3.30	2.80	3.80	5.34	5.14	6.01
		SDE	148.25	115.45	167.38	241.61	232.48	272.15