{"title":"Research on Nonlinear Correlation Tracking Technology of Financial Data Mining Based on Cloud Computing","authors":"Haozhe Jiao, Juntao Lin, Shibo Xu, Mingyang Zhou","doi":"10.1145/3495018.3501224","DOIUrl":null,"url":null,"abstract":"Cloud computing is a commercial computing model that distributes computing tasks on a resource pool composed of a large number of computers, and can provide users with on-demand computing capabilities, storage capabilities, and application service capabilities; cloud computing provides storage and analysis of massive data Cheap and efficient solution. Financial data mining is a challenging research direction in the information society. The random nature of financial data makes it difficult to find the inherent rules hidden in the data. Furthermore, the properties of high-order correlation coefficients are discussed, and it is proved that high-order correlation can not only describe hidden nonlinear correlation information, but also describe the gap between linear correlation and independence. Therefore, the computational simplicity of high-order correlation can be used to track the time-varying nonlinear correlation characteristics in financial data in real time.","PeriodicalId":6873,"journal":{"name":"2021 3rd International Conference on Artificial Intelligence and Advanced Manufacture","volume":"132 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2021-10-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 3rd International Conference on Artificial Intelligence and Advanced Manufacture","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3495018.3501224","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Cloud computing is a commercial computing model that distributes computing tasks on a resource pool composed of a large number of computers, and can provide users with on-demand computing capabilities, storage capabilities, and application service capabilities; cloud computing provides storage and analysis of massive data Cheap and efficient solution. Financial data mining is a challenging research direction in the information society. The random nature of financial data makes it difficult to find the inherent rules hidden in the data. Furthermore, the properties of high-order correlation coefficients are discussed, and it is proved that high-order correlation can not only describe hidden nonlinear correlation information, but also describe the gap between linear correlation and independence. Therefore, the computational simplicity of high-order correlation can be used to track the time-varying nonlinear correlation characteristics in financial data in real time.