{"title":"基于云计算的金融数据挖掘非线性相关跟踪技术研究","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":"{\"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}","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}
Research on Nonlinear Correlation Tracking Technology of Financial Data Mining Based on Cloud Computing
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.