{"title":"Application of Stock Analysis Using Deep Learning","authors":"Bo-Sheng Lin, Wei-Tao Chu, Chuin-Mu Wang","doi":"10.1109/IIAI-AAI.2018.00128","DOIUrl":null,"url":null,"abstract":"The stock market plays a very important role in the entire financial market, and one of the most attractive research issues in predicting stock price fluctuations. Since the trend of stocks is usually related to the previous stock price, this paper uses a neural network with memory capability: Recurrent neural network (RNN). In order to improve its performance, Long Short Term Memory (LSTM) architecture was used. LSTM improves the long-term dependence of traditional RNNs and effectively improves the accuracy and stability of stability.","PeriodicalId":309975,"journal":{"name":"2018 7th International Congress on Advanced Applied Informatics (IIAI-AAI)","volume":"389 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"14","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 7th International Congress on Advanced Applied Informatics (IIAI-AAI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IIAI-AAI.2018.00128","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 14
Abstract
The stock market plays a very important role in the entire financial market, and one of the most attractive research issues in predicting stock price fluctuations. Since the trend of stocks is usually related to the previous stock price, this paper uses a neural network with memory capability: Recurrent neural network (RNN). In order to improve its performance, Long Short Term Memory (LSTM) architecture was used. LSTM improves the long-term dependence of traditional RNNs and effectively improves the accuracy and stability of stability.