Research Article

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

Table 2

Comparison of forecast results of different stores.

Shop_NumberMAPE_LGBMMAPE_LSTMMAPE_ConvLSTMMAPE_SVRMAPE_ARIMA

10101537.0036.4536.2536.0135.23
10101640.3139.8338.5037.138.21
10103135.7036.3436.8035.3336.41
10104440.8341.9540.0039.8938.98
10116641.0639.0739.9538.3438.9
Mean value40.9838.72838.0337.3437.55