{"title":"销售预测中的机器学习和深度学习方法综述","authors":"M. P. Alagu Dharshini, S. Antelin Vijila","doi":"10.1109/ICCCT53315.2021.9711878","DOIUrl":null,"url":null,"abstract":"Sales forecasting plays an important role in the modern financial system. It is used in the private and government financial institutions, companies, industries, factories, trading, etc. Due to the necessity of sales forecasting, this study focused the machine learning and deep learning approaches used for predicting the future sales and demands. These approaches accept the input as historical sales data and generate the response as future demands. From this survey it is observed that deep learning approaches are performed better than machine learning approaches in terms of prediction accuracy. In deep learning approaches, Convolutional Neural Network (CNN) can attain high prediction accuracy","PeriodicalId":162171,"journal":{"name":"2021 4th International Conference on Computing and Communications Technologies (ICCCT)","volume":"61 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-12-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Survey of Machine Learning and Deep Learning Approaches on Sales Forecasting\",\"authors\":\"M. P. Alagu Dharshini, S. Antelin Vijila\",\"doi\":\"10.1109/ICCCT53315.2021.9711878\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Sales forecasting plays an important role in the modern financial system. It is used in the private and government financial institutions, companies, industries, factories, trading, etc. Due to the necessity of sales forecasting, this study focused the machine learning and deep learning approaches used for predicting the future sales and demands. These approaches accept the input as historical sales data and generate the response as future demands. From this survey it is observed that deep learning approaches are performed better than machine learning approaches in terms of prediction accuracy. In deep learning approaches, Convolutional Neural Network (CNN) can attain high prediction accuracy\",\"PeriodicalId\":162171,\"journal\":{\"name\":\"2021 4th International Conference on Computing and Communications Technologies (ICCCT)\",\"volume\":\"61 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-12-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 4th International Conference on Computing and Communications Technologies (ICCCT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICCCT53315.2021.9711878\",\"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 4th International Conference on Computing and Communications Technologies (ICCCT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCCT53315.2021.9711878","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Survey of Machine Learning and Deep Learning Approaches on Sales Forecasting
Sales forecasting plays an important role in the modern financial system. It is used in the private and government financial institutions, companies, industries, factories, trading, etc. Due to the necessity of sales forecasting, this study focused the machine learning and deep learning approaches used for predicting the future sales and demands. These approaches accept the input as historical sales data and generate the response as future demands. From this survey it is observed that deep learning approaches are performed better than machine learning approaches in terms of prediction accuracy. In deep learning approaches, Convolutional Neural Network (CNN) can attain high prediction accuracy