Citrus price prediction based on Prophet-LSTM model
The fluctuation of citrus price has a significant impact on the market and farmers'income,so the research of citrus price prediction is of great significance.In order to accurately predict the price of citrus,the Prophet model,LSTM model,and the combined model of Prophet and LSTM were respectively used to model and forecast the price of citrus based on the data of the Na-tional Agricultural product Business information Public Service Platform from January 1st,2018 to September 24th,2022.The re-sults showed that the MAE values of Prophet model,LSTM model,and the combined model of Prophet and LSTM were 0.149,0.291 and 0.136,and the MAPE values were 0.031,0.056 and 0.028,respectively.The results show that Prophet-LSTM model has the best prediction effect and is more stable,which is suitable for the prediction of citrus price.