Multivariate CNN-LSTM Model for Multiple Parallel Financial Time-Series Prediction

Table 1

Snapshots of daily stock market indices used as multiple financial time-series data.

Date	Shanghai		Japan		Singapore		Indonesia
	Actual	Norm	Actual	Norm	Actual	Norm	Actual	Norm
02/01/2020	252.35	0.8085	23204.86	1.0221	8.49	0.9801	6283.58	1.1971
03/01/2020	258.36	0.8278	23575.72	1.0384	8.30	0.9580	6323.46	1.2047
06/01/2020	260.30	0.8340	23204.76	1.0221	8.25	0.9524	6257.40	1.1921
07/01/2020	261.46	0.8377	23739.87	1.0457	8.31	0.9591	6279.34	1.1963
08/01/2020	259.91	0.8328	23850.57	1.0505	8.22	0.9491	6225.68	1.1861
09/01/2020	266.31	0.8533	24025.17	1.0582	8.43	0.9735	6274.49	1.1954
10/01/2020	266.50	0.8539	23916.58	1.0535	8.42	0.9723	6274.94	1.1955
13/01/2020	271.54	0.8700	23933.13	1.0542	8.36	0.9657	6296.56	1.1996
14/01/2020	269.02	0.8619	24041.26	1.0589	8.36	0.9657	6325.40	1.2051
15/01/2020	271.15	0.8688	24083.51	1.0608	8.35	0.9646	6283.36	1.1971