Research on Community Public Service Information Collaborative Governance Based on Deep Learning Model
The communities have significantly increased in number and the environment has become complex. There are problems such as poor information collection in community public service information governance, lack of relevant analysis standards and models, and unreliable prediction results. In order to for...
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2021-01-01
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| Series: | Journal of Mathematics |
| Online Access: | http://dx.doi.org/10.1155/2021/4727617 |
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| _version_ | 1849404861554098176 |
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| author | Yajing Liu |
| author_facet | Yajing Liu |
| author_sort | Yajing Liu |
| collection | DOAJ |
| description | The communities have significantly increased in number and the environment has become complex. There are problems such as poor information collection in community public service information governance, lack of relevant analysis standards and models, and unreliable prediction results. In order to forecast and manage the risk information of the community, this research analyzes the public information of the community through the collaborative deep learning model. First of all, the information characteristic factors are selected that affect social risks based on the correlation analysis theory. Secondly, the convolutional neural network is used in deep learning for simulation of the community risk prediction model. Finally, through the comparative analysis of the model prediction results, it can be concluded that the accuracy rate of the proposed prediction model reaches 92.5%. An effective collaborative deep learning model is used to govern community public service information. |
| format | Article |
| id | doaj-art-9a03c9220deb477db27bd81bb7f05b6b |
| institution | Kabale University |
| issn | 2314-4785 |
| language | English |
| publishDate | 2021-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Journal of Mathematics |
| spelling | doaj-art-9a03c9220deb477db27bd81bb7f05b6b2025-08-20T03:36:52ZengWileyJournal of Mathematics2314-47852021-01-01202110.1155/2021/4727617Research on Community Public Service Information Collaborative Governance Based on Deep Learning ModelYajing Liu0School of Business ManagementThe communities have significantly increased in number and the environment has become complex. There are problems such as poor information collection in community public service information governance, lack of relevant analysis standards and models, and unreliable prediction results. In order to forecast and manage the risk information of the community, this research analyzes the public information of the community through the collaborative deep learning model. First of all, the information characteristic factors are selected that affect social risks based on the correlation analysis theory. Secondly, the convolutional neural network is used in deep learning for simulation of the community risk prediction model. Finally, through the comparative analysis of the model prediction results, it can be concluded that the accuracy rate of the proposed prediction model reaches 92.5%. An effective collaborative deep learning model is used to govern community public service information.http://dx.doi.org/10.1155/2021/4727617 |
| spellingShingle | Yajing Liu Research on Community Public Service Information Collaborative Governance Based on Deep Learning Model Journal of Mathematics |
| title | Research on Community Public Service Information Collaborative Governance Based on Deep Learning Model |
| title_full | Research on Community Public Service Information Collaborative Governance Based on Deep Learning Model |
| title_fullStr | Research on Community Public Service Information Collaborative Governance Based on Deep Learning Model |
| title_full_unstemmed | Research on Community Public Service Information Collaborative Governance Based on Deep Learning Model |
| title_short | Research on Community Public Service Information Collaborative Governance Based on Deep Learning Model |
| title_sort | research on community public service information collaborative governance based on deep learning model |
| url | http://dx.doi.org/10.1155/2021/4727617 |
| work_keys_str_mv | AT yajingliu researchoncommunitypublicserviceinformationcollaborativegovernancebasedondeeplearningmodel |