Yakobus Nobel H. Judo Prajitno, D. Setyohadi, B. Y. Dwiandiyanta
{"title":"利用门控循环单元预测证券交易","authors":"Yakobus Nobel H. Judo Prajitno, D. Setyohadi, B. Y. Dwiandiyanta","doi":"10.1109/ICITech50181.2021.9590123","DOIUrl":null,"url":null,"abstract":"Stock forecasting is an important thing in investing stock to find the next movement. The major aim of this research is to forecast the McDonald's stock from New York Stock Exchange using data covering the period from 6 January 2006 to 14 April 2021 on a daily, weekly, and monthly basis. The GRU (Gated Recurrent Unit) method is used to create the training model and making predictions from closing movement McDonald's shares. The results of this study are to determine the best forecasting results using the GRU method based on the accuracy and error values obtained in the existing data. The results on the three data that have been tested showed that the medium-term data (weekly data) provide the best result compared to the others based on the accuracy value, the minimum error value, and consistent results obtained on reneated tests.","PeriodicalId":429669,"journal":{"name":"2021 2nd International Conference on Innovative and Creative Information Technology (ICITech)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Forecasting Stock Exchange Using Gated Recurrent Unit\",\"authors\":\"Yakobus Nobel H. Judo Prajitno, D. Setyohadi, B. Y. Dwiandiyanta\",\"doi\":\"10.1109/ICITech50181.2021.9590123\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Stock forecasting is an important thing in investing stock to find the next movement. The major aim of this research is to forecast the McDonald's stock from New York Stock Exchange using data covering the period from 6 January 2006 to 14 April 2021 on a daily, weekly, and monthly basis. The GRU (Gated Recurrent Unit) method is used to create the training model and making predictions from closing movement McDonald's shares. The results of this study are to determine the best forecasting results using the GRU method based on the accuracy and error values obtained in the existing data. The results on the three data that have been tested showed that the medium-term data (weekly data) provide the best result compared to the others based on the accuracy value, the minimum error value, and consistent results obtained on reneated tests.\",\"PeriodicalId\":429669,\"journal\":{\"name\":\"2021 2nd International Conference on Innovative and Creative Information Technology (ICITech)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-09-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 2nd International Conference on Innovative and Creative Information Technology (ICITech)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICITech50181.2021.9590123\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 2nd International Conference on Innovative and Creative Information Technology (ICITech)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICITech50181.2021.9590123","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Forecasting Stock Exchange Using Gated Recurrent Unit
Stock forecasting is an important thing in investing stock to find the next movement. The major aim of this research is to forecast the McDonald's stock from New York Stock Exchange using data covering the period from 6 January 2006 to 14 April 2021 on a daily, weekly, and monthly basis. The GRU (Gated Recurrent Unit) method is used to create the training model and making predictions from closing movement McDonald's shares. The results of this study are to determine the best forecasting results using the GRU method based on the accuracy and error values obtained in the existing data. The results on the three data that have been tested showed that the medium-term data (weekly data) provide the best result compared to the others based on the accuracy value, the minimum error value, and consistent results obtained on reneated tests.