{"title":"Data Analysis and Soybean Price Intelligent Prediction Model Based on LSTM Neural Network","authors":"Zhang Yu","doi":"10.1109/TOCS53301.2021.9688705","DOIUrl":null,"url":null,"abstract":"To improve the application of the machine learning algorithm in the agricultural product price prediction, the LSTM model predicts the daily closing price of the soybean products futures. By the values of MAPE and the R2, LSTM Neural Network model has good prediction accuracy and high prediction effect on the futures price of soybean products. Therefore, the LSTM neural network has excellent generalization capabilities in futures prediction.","PeriodicalId":360004,"journal":{"name":"2021 IEEE Conference on Telecommunications, Optics and Computer Science (TOCS)","volume":"12 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE Conference on Telecommunications, Optics and Computer Science (TOCS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/TOCS53301.2021.9688705","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
To improve the application of the machine learning algorithm in the agricultural product price prediction, the LSTM model predicts the daily closing price of the soybean products futures. By the values of MAPE and the R2, LSTM Neural Network model has good prediction accuracy and high prediction effect on the futures price of soybean products. Therefore, the LSTM neural network has excellent generalization capabilities in futures prediction.