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Research on Artificial Intelligence Classification and Statistical Methods of Financial Data in Smart Cities
In order to improve the effect of financial data classification and extract effective information from financial data, this paper improves the data mining algorithm, uses linear combination of principal components to represent missing variables, and performs dimensionality reduction processing on mu...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8758303/ https://www.ncbi.nlm.nih.gov/pubmed/35035472 http://dx.doi.org/10.1155/2022/9965427 |
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author | Fu, Xuezhong |
author_facet | Fu, Xuezhong |
author_sort | Fu, Xuezhong |
collection | PubMed |
description | In order to improve the effect of financial data classification and extract effective information from financial data, this paper improves the data mining algorithm, uses linear combination of principal components to represent missing variables, and performs dimensionality reduction processing on multidimensional data. In order to achieve the standardization of sample data, this paper standardizes the data and combines statistical methods to build an intelligent financial data processing model. In addition, starting from the actual situation, this paper proposes the artificial intelligence classification and statistical methods of financial data in smart cities and designs data simulation experiments to conduct experimental analysis on the methods proposed in this paper. From the experimental results, the artificial intelligence classification and statistical method of financial data in smart cities proposed in this paper can play an important role in the statistical analysis of financial data. |
format | Online Article Text |
id | pubmed-8758303 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-87583032022-01-14 Research on Artificial Intelligence Classification and Statistical Methods of Financial Data in Smart Cities Fu, Xuezhong Comput Intell Neurosci Research Article In order to improve the effect of financial data classification and extract effective information from financial data, this paper improves the data mining algorithm, uses linear combination of principal components to represent missing variables, and performs dimensionality reduction processing on multidimensional data. In order to achieve the standardization of sample data, this paper standardizes the data and combines statistical methods to build an intelligent financial data processing model. In addition, starting from the actual situation, this paper proposes the artificial intelligence classification and statistical methods of financial data in smart cities and designs data simulation experiments to conduct experimental analysis on the methods proposed in this paper. From the experimental results, the artificial intelligence classification and statistical method of financial data in smart cities proposed in this paper can play an important role in the statistical analysis of financial data. Hindawi 2022-01-06 /pmc/articles/PMC8758303/ /pubmed/35035472 http://dx.doi.org/10.1155/2022/9965427 Text en Copyright © 2022 Xuezhong Fu. 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 Fu, Xuezhong Research on Artificial Intelligence Classification and Statistical Methods of Financial Data in Smart Cities |
title | Research on Artificial Intelligence Classification and Statistical Methods of Financial Data in Smart Cities |
title_full | Research on Artificial Intelligence Classification and Statistical Methods of Financial Data in Smart Cities |
title_fullStr | Research on Artificial Intelligence Classification and Statistical Methods of Financial Data in Smart Cities |
title_full_unstemmed | Research on Artificial Intelligence Classification and Statistical Methods of Financial Data in Smart Cities |
title_short | Research on Artificial Intelligence Classification and Statistical Methods of Financial Data in Smart Cities |
title_sort | research on artificial intelligence classification and statistical methods of financial data in smart cities |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8758303/ https://www.ncbi.nlm.nih.gov/pubmed/35035472 http://dx.doi.org/10.1155/2022/9965427 |
work_keys_str_mv | AT fuxuezhong researchonartificialintelligenceclassificationandstatisticalmethodsoffinancialdatainsmartcities |