Emergency Project Management Decision Support Algorithm for Network Public Opinion Emergencies Based on Time Series
The present study aims at proposing a time series-based network public opinion emergency (NPOE) management decision support algorithm for the problems of low decision accuracy and long decision time in traditional similar algorithms. In this proposed algorithm, after the time series data are preproc...
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| Format: | Article |
| Language: | English |
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Wiley
2022-01-01
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| Series: | Complexity |
| Online Access: | http://dx.doi.org/10.1155/2022/4732999 |
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| _version_ | 1850219294583947264 |
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| author | Gaohuizi Guo Cuiyou Yao Mehrdad Shoeibi |
| author_facet | Gaohuizi Guo Cuiyou Yao Mehrdad Shoeibi |
| author_sort | Gaohuizi Guo |
| collection | DOAJ |
| description | The present study aims at proposing a time series-based network public opinion emergency (NPOE) management decision support algorithm for the problems of low decision accuracy and long decision time in traditional similar algorithms. In this proposed algorithm, after the time series data are preprocessed, the association rules of the original indicator data of network public opinion emergencies (NPOEs) are mined, the original indicator data matrix of NPOEs will be constructed, and the improved local linear embedding approach will be employed to obtain the original indicator data of NPOEs. After carrying out the preprocessing according to the preprocessing results, the objective weight of the emergency decision index is calculated through the interval value fuzzy information entropy measurement of the emergency decision index, the emergency management decision support model is constructed, and the emergency management decision support of the NPOE is realized. The simulation experiment results show that the proposed algorithm has a better effect on the decision-making effect of the management of NPOEs, and a higher decision-making efficiency is achieved. |
| format | Article |
| id | doaj-art-7ca07c5ef5f149ef9622bd26cb842336 |
| institution | OA Journals |
| issn | 1099-0526 |
| language | English |
| publishDate | 2022-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Complexity |
| spelling | doaj-art-7ca07c5ef5f149ef9622bd26cb8423362025-08-20T02:07:26ZengWileyComplexity1099-05262022-01-01202210.1155/2022/4732999Emergency Project Management Decision Support Algorithm for Network Public Opinion Emergencies Based on Time SeriesGaohuizi Guo0Cuiyou Yao1Mehrdad Shoeibi2School of Management and EngineeringSchool of Management and EngineeringIndustrial Engineering and Management Systems DepartmentThe present study aims at proposing a time series-based network public opinion emergency (NPOE) management decision support algorithm for the problems of low decision accuracy and long decision time in traditional similar algorithms. In this proposed algorithm, after the time series data are preprocessed, the association rules of the original indicator data of network public opinion emergencies (NPOEs) are mined, the original indicator data matrix of NPOEs will be constructed, and the improved local linear embedding approach will be employed to obtain the original indicator data of NPOEs. After carrying out the preprocessing according to the preprocessing results, the objective weight of the emergency decision index is calculated through the interval value fuzzy information entropy measurement of the emergency decision index, the emergency management decision support model is constructed, and the emergency management decision support of the NPOE is realized. The simulation experiment results show that the proposed algorithm has a better effect on the decision-making effect of the management of NPOEs, and a higher decision-making efficiency is achieved.http://dx.doi.org/10.1155/2022/4732999 |
| spellingShingle | Gaohuizi Guo Cuiyou Yao Mehrdad Shoeibi Emergency Project Management Decision Support Algorithm for Network Public Opinion Emergencies Based on Time Series Complexity |
| title | Emergency Project Management Decision Support Algorithm for Network Public Opinion Emergencies Based on Time Series |
| title_full | Emergency Project Management Decision Support Algorithm for Network Public Opinion Emergencies Based on Time Series |
| title_fullStr | Emergency Project Management Decision Support Algorithm for Network Public Opinion Emergencies Based on Time Series |
| title_full_unstemmed | Emergency Project Management Decision Support Algorithm for Network Public Opinion Emergencies Based on Time Series |
| title_short | Emergency Project Management Decision Support Algorithm for Network Public Opinion Emergencies Based on Time Series |
| title_sort | emergency project management decision support algorithm for network public opinion emergencies based on time series |
| url | http://dx.doi.org/10.1155/2022/4732999 |
| work_keys_str_mv | AT gaohuiziguo emergencyprojectmanagementdecisionsupportalgorithmfornetworkpublicopinionemergenciesbasedontimeseries AT cuiyouyao emergencyprojectmanagementdecisionsupportalgorithmfornetworkpublicopinionemergenciesbasedontimeseries AT mehrdadshoeibi emergencyprojectmanagementdecisionsupportalgorithmfornetworkpublicopinionemergenciesbasedontimeseries |