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Construction of Enterprise Financial Information Intelligent Processing Innovation Model Based on Internet of Things Technology

The application of Internet of Things technology provides conditions for the systematization of enterprise financial data and the intellectualization of financial management. In this study, support vector machine (SVM) algorithm and genetic algorithm (GA) are combined to obtain the innovation model...

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Detalles Bibliográficos
Autor principal: Ding, Mei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9106489/
https://www.ncbi.nlm.nih.gov/pubmed/35571709
http://dx.doi.org/10.1155/2022/7153260
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author Ding, Mei
author_facet Ding, Mei
author_sort Ding, Mei
collection PubMed
description The application of Internet of Things technology provides conditions for the systematization of enterprise financial data and the intellectualization of financial management. In this study, support vector machine (SVM) algorithm and genetic algorithm (GA) are combined to obtain the innovation model of enterprise financial information intelligent processing based on GA-SVM optimization algorithm. Nine factors affecting enterprise financial information processing from 2010 to 2018 are selected as influencing factors, and according to the idea and method of data modeling, the simulation experiment of enterprise financial information intelligent processing model is carried out with MATLAB. The results show that the average fitness of GA-SVM is close to the best fitness, indicating that each individual in the population is near the optimal solution. The RMSE of GA-SVM is 0.35%, and the root mean square error obtained is greater than this value, which shows that the application effect of GA-SVM is significantly better than that of SVM using cross validation method, and it is more suitable for precision prediction. At the same time, it also reflects that the optimization of SVM parameters by GA is reliable. The algorithm can be better applied in the intelligent processing of enterprise financial information and can provide a certain reference for enterprises in the financial management based on the Internet of Things.
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spelling pubmed-91064892022-05-14 Construction of Enterprise Financial Information Intelligent Processing Innovation Model Based on Internet of Things Technology Ding, Mei Comput Intell Neurosci Research Article The application of Internet of Things technology provides conditions for the systematization of enterprise financial data and the intellectualization of financial management. In this study, support vector machine (SVM) algorithm and genetic algorithm (GA) are combined to obtain the innovation model of enterprise financial information intelligent processing based on GA-SVM optimization algorithm. Nine factors affecting enterprise financial information processing from 2010 to 2018 are selected as influencing factors, and according to the idea and method of data modeling, the simulation experiment of enterprise financial information intelligent processing model is carried out with MATLAB. The results show that the average fitness of GA-SVM is close to the best fitness, indicating that each individual in the population is near the optimal solution. The RMSE of GA-SVM is 0.35%, and the root mean square error obtained is greater than this value, which shows that the application effect of GA-SVM is significantly better than that of SVM using cross validation method, and it is more suitable for precision prediction. At the same time, it also reflects that the optimization of SVM parameters by GA is reliable. The algorithm can be better applied in the intelligent processing of enterprise financial information and can provide a certain reference for enterprises in the financial management based on the Internet of Things. Hindawi 2022-05-06 /pmc/articles/PMC9106489/ /pubmed/35571709 http://dx.doi.org/10.1155/2022/7153260 Text en Copyright © 2022 Mei Ding. 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
Ding, Mei
Construction of Enterprise Financial Information Intelligent Processing Innovation Model Based on Internet of Things Technology
title Construction of Enterprise Financial Information Intelligent Processing Innovation Model Based on Internet of Things Technology
title_full Construction of Enterprise Financial Information Intelligent Processing Innovation Model Based on Internet of Things Technology
title_fullStr Construction of Enterprise Financial Information Intelligent Processing Innovation Model Based on Internet of Things Technology
title_full_unstemmed Construction of Enterprise Financial Information Intelligent Processing Innovation Model Based on Internet of Things Technology
title_short Construction of Enterprise Financial Information Intelligent Processing Innovation Model Based on Internet of Things Technology
title_sort construction of enterprise financial information intelligent processing innovation model based on internet of things technology
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9106489/
https://www.ncbi.nlm.nih.gov/pubmed/35571709
http://dx.doi.org/10.1155/2022/7153260
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