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Financial Data Analysis and Application Based on Big Data Mining Technology

We provide a brief overview of the connotation and characteristics of data mining technology in the era of big data, analyze the feasibility of data mining technology in business management from the economic and technical perspectives, and propose specific application suggestions according to the co...

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Detalles Bibliográficos
Autor principal: Cheng, Jinfeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9250444/
https://www.ncbi.nlm.nih.gov/pubmed/35789614
http://dx.doi.org/10.1155/2022/6711470
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author Cheng, Jinfeng
author_facet Cheng, Jinfeng
author_sort Cheng, Jinfeng
collection PubMed
description We provide a brief overview of the connotation and characteristics of data mining technology in the era of big data, analyze the feasibility of data mining technology in business management from the economic and technical perspectives, and propose specific application suggestions according to the content and requirements of business management. This paper describes in detail the principles and steps of using the weighted plain Bayesian algorithm and the decision tree algorithm to analyze students' performance; firstly, we need to obtain the plain Bayesian analysis model of college students' learning literacy in physical education and the C4.5 graduation literacy analysis model, and then use certain rules to combine the weighted plain Bayesian algorithm and the decision tree algorithm to obtain the WNB-C4.5 college students' learning literacy analysis model. In addition, in the prediction of financial risks, the classification scheme can be used in the judgment of violation of regulations, but the most used classification scheme is the decision tree. Experiments show that the effectiveness of this scheme in data mining for financial companies is increased by 2% compared to the benchmark method.
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spelling pubmed-92504442022-07-03 Financial Data Analysis and Application Based on Big Data Mining Technology Cheng, Jinfeng Comput Intell Neurosci Research Article We provide a brief overview of the connotation and characteristics of data mining technology in the era of big data, analyze the feasibility of data mining technology in business management from the economic and technical perspectives, and propose specific application suggestions according to the content and requirements of business management. This paper describes in detail the principles and steps of using the weighted plain Bayesian algorithm and the decision tree algorithm to analyze students' performance; firstly, we need to obtain the plain Bayesian analysis model of college students' learning literacy in physical education and the C4.5 graduation literacy analysis model, and then use certain rules to combine the weighted plain Bayesian algorithm and the decision tree algorithm to obtain the WNB-C4.5 college students' learning literacy analysis model. In addition, in the prediction of financial risks, the classification scheme can be used in the judgment of violation of regulations, but the most used classification scheme is the decision tree. Experiments show that the effectiveness of this scheme in data mining for financial companies is increased by 2% compared to the benchmark method. Hindawi 2022-06-25 /pmc/articles/PMC9250444/ /pubmed/35789614 http://dx.doi.org/10.1155/2022/6711470 Text en Copyright © 2022 Jinfeng Cheng. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Cheng, Jinfeng
Financial Data Analysis and Application Based on Big Data Mining Technology
title Financial Data Analysis and Application Based on Big Data Mining Technology
title_full Financial Data Analysis and Application Based on Big Data Mining Technology
title_fullStr Financial Data Analysis and Application Based on Big Data Mining Technology
title_full_unstemmed Financial Data Analysis and Application Based on Big Data Mining Technology
title_short Financial Data Analysis and Application Based on Big Data Mining Technology
title_sort financial data analysis and application based on big data mining technology
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9250444/
https://www.ncbi.nlm.nih.gov/pubmed/35789614
http://dx.doi.org/10.1155/2022/6711470
work_keys_str_mv AT chengjinfeng financialdataanalysisandapplicationbasedonbigdataminingtechnology