Short-Term Demand Forecast of E-Commerce Platform Based on ConvLSTM Network

Table 3

Comparison of prediction results for different categories.

Category_Number	MAPE_LGBM	MAPE_LSTM	MAPE_ConvLSTM	MAPE_SVR	MAPE_ARIMA
10001	36.65	39.72	42.86	35.45	36.67
10002	40.41	39.56	37.69	38.55	36.43
10003	38.50	41.88	41.32	39.41	37.54
10004	39.60	37.47	35.89	39.31	36.52
10005	40.46	41.04	39.52	38.99	38.12
10006	38.28	32.15	32.50	36.81	33.23
Mean value	38.92	38.64	38.02	38.08	36.41