Multilingual SEIR public opinion propagation model with social enhancement mechanism and cross transmission mechanisms
Abstract The propagation of public opinion in multilingual environments presents unique challenges due to the diversity of languages, cultures, and values. This study develops an SEIR-based model tailored for multilingual contexts, incorporating mechanisms such as social enhancement, forgetting, and...
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| Format: | Article |
| Language: | English |
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Nature Portfolio
2024-12-01
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| Series: | Scientific Reports |
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| Online Access: | https://doi.org/10.1038/s41598-024-82024-3 |
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| author | Suyalatu Dong Linlin Xu Zhong-Zhou Lan Yana A Fanyu Bu Wu Hua Qu Chunlai Li Yifei Gao Minjie Ge Kai |
| author_facet | Suyalatu Dong Linlin Xu Zhong-Zhou Lan Yana A Fanyu Bu Wu Hua Qu Chunlai Li Yifei Gao Minjie Ge Kai |
| author_sort | Suyalatu Dong |
| collection | DOAJ |
| description | Abstract The propagation of public opinion in multilingual environments presents unique challenges due to the diversity of languages, cultures, and values. This study develops an SEIR-based model tailored for multilingual contexts, incorporating mechanisms such as social enhancement, forgetting, and cross-transmission. The model’s purpose is to improve transparency, inclusivity, and effectiveness in public opinion management, particularly in diverse linguistic settings. By emphasizing democratic engagement and avoiding social control, the model provides tools for managing public opinion that promote fairness and transparency. The model was validated using real Twitter data related to COVID-19 across multiple languages, including English, Spanish, and Catalan. Key results demonstrate that the model effectively captures the dynamics of opinion propagation, particularly in languages with fewer users, where opinion spread tends to be more predictable. By addressing cultural and linguistic differences, this study offers an inclusive approach to public opinion management. The inclusivity ensures that different cultural groups, regardless of language, are fairly represented in public discourse. This research contributes to the ethical management of public opinion, providing valuable insights for policymakers and analysts in multilingual societies. |
| format | Article |
| id | doaj-art-6db7de3451154b61a06cf2fa1d990667 |
| institution | DOAJ |
| issn | 2045-2322 |
| language | English |
| publishDate | 2024-12-01 |
| publisher | Nature Portfolio |
| record_format | Article |
| series | Scientific Reports |
| spelling | doaj-art-6db7de3451154b61a06cf2fa1d9906672025-08-20T02:43:35ZengNature PortfolioScientific Reports2045-23222024-12-0114113110.1038/s41598-024-82024-3Multilingual SEIR public opinion propagation model with social enhancement mechanism and cross transmission mechanismsSuyalatu Dong0Linlin Xu1Zhong-Zhou Lan2Yana A3Fanyu Bu4Wu Hua5Qu Chunlai6Li Yifei7Gao Minjie8Ge Kai9College of Computer Information Management, Inner Mongolia University of Finance and EconomicsCollege of Computer Information Management, Inner Mongolia University of Finance and EconomicsCollege of Computer Information Management, Inner Mongolia University of Finance and EconomicsCollege of Computer Information Management, Inner Mongolia University of Finance and EconomicsCollege of Computer Information Management, Inner Mongolia University of Finance and EconomicsCollege of Computer Information Management, Inner Mongolia University of Finance and EconomicsCollege of Computer Information Management, Inner Mongolia University of Finance and EconomicsCollege of Computer Information Management, Inner Mongolia University of Finance and EconomicsCollege of Computer Information Management, Inner Mongolia University of Finance and EconomicsSchool of Statistics and Mathematics, Inner Mongolia University of Finance and EconomicsAbstract The propagation of public opinion in multilingual environments presents unique challenges due to the diversity of languages, cultures, and values. This study develops an SEIR-based model tailored for multilingual contexts, incorporating mechanisms such as social enhancement, forgetting, and cross-transmission. The model’s purpose is to improve transparency, inclusivity, and effectiveness in public opinion management, particularly in diverse linguistic settings. By emphasizing democratic engagement and avoiding social control, the model provides tools for managing public opinion that promote fairness and transparency. The model was validated using real Twitter data related to COVID-19 across multiple languages, including English, Spanish, and Catalan. Key results demonstrate that the model effectively captures the dynamics of opinion propagation, particularly in languages with fewer users, where opinion spread tends to be more predictable. By addressing cultural and linguistic differences, this study offers an inclusive approach to public opinion management. The inclusivity ensures that different cultural groups, regardless of language, are fairly represented in public discourse. This research contributes to the ethical management of public opinion, providing valuable insights for policymakers and analysts in multilingual societies.https://doi.org/10.1038/s41598-024-82024-3Multilingual public opinionSEIR modelSocial enhancement effectCross-transmission mechanismOptimal management strategy |
| spellingShingle | Suyalatu Dong Linlin Xu Zhong-Zhou Lan Yana A Fanyu Bu Wu Hua Qu Chunlai Li Yifei Gao Minjie Ge Kai Multilingual SEIR public opinion propagation model with social enhancement mechanism and cross transmission mechanisms Scientific Reports Multilingual public opinion SEIR model Social enhancement effect Cross-transmission mechanism Optimal management strategy |
| title | Multilingual SEIR public opinion propagation model with social enhancement mechanism and cross transmission mechanisms |
| title_full | Multilingual SEIR public opinion propagation model with social enhancement mechanism and cross transmission mechanisms |
| title_fullStr | Multilingual SEIR public opinion propagation model with social enhancement mechanism and cross transmission mechanisms |
| title_full_unstemmed | Multilingual SEIR public opinion propagation model with social enhancement mechanism and cross transmission mechanisms |
| title_short | Multilingual SEIR public opinion propagation model with social enhancement mechanism and cross transmission mechanisms |
| title_sort | multilingual seir public opinion propagation model with social enhancement mechanism and cross transmission mechanisms |
| topic | Multilingual public opinion SEIR model Social enhancement effect Cross-transmission mechanism Optimal management strategy |
| url | https://doi.org/10.1038/s41598-024-82024-3 |
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