A Study on Sentiment Visual Analysis of Educational Public Opinion Based on Online Big Data

[1] Sagiroglu, S., & Sinanc, D. (2013, May). Big data: A review. In 2013 international conference on collaboration technologies and systems (CTS) (pp. 42-47). IEEE. Sagiroglu S. Sinanc D. ( 2013 , May ). Big data: A review . In 2013 international conference on collaboration technologies and systems (CTS) (pp. 42 - 47 ). IEEE . Search in Google Scholar

[2] Yu, S., Liu, M., Dou, W., Liu, X., & Zhou, S. (2016). Networking for big data: A survey. IEEE Communications Surveys & Tutorials, 19(1), 531-549. Yu S. Liu M. Dou W. Liu X. Zhou S. ( 2016 ). Networking for big data: A survey . IEEE Communications Surveys & Tutorials , 19 ( 1 ), 531 - 549 . Search in Google Scholar

[3] Kuss, D. J., & Griffiths, M. D. (2017). Social networking sites and addiction: Ten lessons learned. International journal of environmental research and public health, 14(3), 311. Kuss D. J. Griffiths M. D. ( 2017 ). Social networking sites and addiction: Ten lessons learned . International journal of environmental research and public health , 14 ( 3 ), 311 . Search in Google Scholar

[4] Verduyn, P., Gugushvili, N., Massar, K., Täht, K., & Kross, E. (2020). Social comparison on social networking sites. Current opinion in psychology, 36, 32-37. Verduyn P. Gugushvili N. Massar K. Täht K. Kross E. ( 2020 ). Social comparison on social networking sites . Current opinion in psychology , 36 , 32 - 37 . Search in Google Scholar

[5] Light, B. (2014). Disconnecting with social networking sites. Springer. Light B. ( 2014 ). Disconnecting with social networking sites . Springer . Search in Google Scholar

[6] Aichner, T., Grünfelder, M., Maurer, O., & Jegeni, D. (2021). Twenty-five years of social media: a review of social media applications and definitions from 1994 to 2019. Cyberpsychology, behavior, and social networking, 24(4), 215-222. Aichner T. Grünfelder M. Maurer O. Jegeni D. ( 2021 ). Twenty-five years of social media: a review of social media applications and definitions from 1994 to 2019 . Cyberpsychology, behavior, and social networking , 24 ( 4 ), 215 - 222 . Search in Google Scholar

[7] Rao, B. N., & Kalyani, V. (2022). A study on positive and negative effects of social media on society. Journal of Science & Technology (JST), 7(10), 46-54. Rao B. N. Kalyani V. ( 2022 ). A study on positive and negative effects of social media on society . Journal of Science & Technology (JST) , 7 ( 10 ), 46 - 54 . Search in Google Scholar

[8] Zhuravskaya, E., Petrova, M., & Enikolopov, R. (2020). Political effects of the internet and social media. Annual review of economics, 12(1), 415-438. Zhuravskaya E. Petrova M. Enikolopov R. ( 2020 ). Political effects of the internet and social media . Annual review of economics , 12 ( 1 ), 415 - 438 . Search in Google Scholar

[9] Clinton, J. D., & Grissom, J. A. (2015). Public information, public learning and public opinion: Democratic accountability in education policy. Journal of Public Policy, 35(3), 355-385. Clinton J. D. Grissom J. A. ( 2015 ). Public information, public learning and public opinion: Democratic accountability in education policy . Journal of Public Policy , 35 ( 3 ), 355 - 385 . Search in Google Scholar

[10] Li, L. X., Huo, Y., & Lin, J. C. W. (2021). Cross-dimension mining model of public opinion data in online education based on fuzzy association rules. Mobile Networks and Applications, 26(5), 2127-2140. Li L. X. Huo Y. Lin J. C. W. ( 2021 ). Cross-dimension mining model of public opinion data in online education based on fuzzy association rules . Mobile Networks and Applications , 26 ( 5 ), 2127 - 2140 . Search in Google Scholar

[11] Huang, B. (2020). Analyze the influence of internet public opinion on public policy. Open Access Library Journal, 7(8), 1-9. Huang B. ( 2020 ). Analyze the influence of internet public opinion on public policy . Open Access Library Journal , 7 ( 8 ), 1 - 9 . Search in Google Scholar

[12] Zhang, D., Zhang, J., Zhang, Y., & Wu, Y. (2021, March). Sentiment analysis of China’s education policy online opinion based on text mining. In 2021 9th International Conference on Information and Education Technology (ICIET) (pp. 73-77). IEEE. Zhang D. Zhang J. Zhang Y. Wu Y. ( 2021 , March ). Sentiment analysis of China’s education policy online opinion based on text mining . In 2021 9th International Conference on Information and Education Technology (ICIET) (pp. 73 - 77 ). IEEE . Search in Google Scholar

[13] Zhong, X., & Huang, B. (2024). Research on the Guidance of Online Public Opinion in Vocational Education in the All-media Era. The Educational Review, USA, 8(2), 227-231. Zhong X. Huang B. ( 2024 ). Research on the Guidance of Online Public Opinion in Vocational Education in the All-media Era . The Educational Review, USA , 8 ( 2 ), 227 - 231 . Search in Google Scholar

[14] Wu, Y., Song, Y., Wang, F., Zhou, Y., & Li, M. (2019). Online public opinion guidance strategy for college students in the era of we media. Journal of Computer and Communications, 7(12), 79. Wu Y. Song Y. Wang F. Zhou Y. Li M. ( 2019 ). Online public opinion guidance strategy for college students in the era of we media . Journal of Computer and Communications , 7 ( 12 ), 79 . Search in Google Scholar

[15] Zhou, M. (2022). Public opinion on MOOCs: Sentiment and content analyses of Chinese microblogging data. Behaviour & Information Technology, 41(2), 365-382. Zhou M. ( 2022 ). Public opinion on MOOCs: Sentiment and content analyses of Chinese microblogging data . Behaviour & Information Technology , 41 ( 2 ), 365 - 382 . Search in Google Scholar

[16] Li, W. (2023). The influence of social media sentiment on online public opinion in the post-truth era. Journal of Education, Humanities and Social Sciences, 8, 1015-1020. Li W. ( 2023 ). The influence of social media sentiment on online public opinion in the post-truth era . Journal of Education, Humanities and Social Sciences , 8 , 1015 - 1020 . Search in Google Scholar

[17] He, W., Fang, Y., Malekian, R., & Li, Z. (2019). Time series analysis of online public opinions in colleges and universities and its sustainability. Sustainability, 11(13), 3546. He W. Fang Y. Malekian R. Li Z. ( 2019 ). Time series analysis of online public opinions in colleges and universities and its sustainability . Sustainability , 11 ( 13 ), 3546 . Search in Google Scholar

[18] Sainger, G. (2021). Sentiment analysis-an assessment of online public opinion: a conceptual review. Turkish Journal of Computer and Mathematics Education (TURCOMAT), 12(5), 1881-1887. Sainger G. ( 2021 ). Sentiment analysis-an assessment of online public opinion: a conceptual review . Turkish Journal of Computer and Mathematics Education (TURCOMAT) , 12 ( 5 ), 1881 - 1887 . Search in Google Scholar

[19] Stockmann, D., & Luo, T. (2017). Which social media facilitate online public opinion in China?. Problems of Post-Communism, 64(3-4), 189-202. Stockmann D. Luo T. ( 2017 ). Which social media facilitate online public opinion in China? . Problems of Post-Communism , 64 ( 3-4 ), 189 - 202 . Search in Google Scholar

[20] Wan, B., Wu, P., Yeo, C. K., & Li, G. (2024). Emotion-cognitive reasoning integrated BERT for sentiment analysis of online public opinions on emergencies. Information Processing & Management, 61(2), 103609. Wan B. Wu P. Yeo C. K. Li G. ( 2024 ). Emotion-cognitive reasoning integrated BERT for sentiment analysis of online public opinions on emergencies . Information Processing & Management , 61 ( 2 ), 103609 . Search in Google Scholar

[21] Li, Y., Chan, J., Peko, G., & Sundaram, D. (2023). Mixed emotion extraction analysis and visualisation of social media text. Data & Knowledge Engineering, 148, 102220. Li Y. Chan J. Peko G. Sundaram D. ( 2023 ). Mixed emotion extraction analysis and visualisation of social media text . Data & Knowledge Engineering , 148 , 102220 . Search in Google Scholar

[22] Hongfeng Niu,Yuxun Zhou,Jiading Chen & Zhongmin Cai. (2024). Performance evaluation of lightweight network-based bot detection using mouse movements. Engineering Applications of Artificial Intelligence108801-108801. Hongfeng Niu Yuxun Zhou Jiading Chen Zhongmin Cai ( 2024 ). Performance evaluation of lightweight network-based bot detection using mouse movements . Engineering Applications of Artificial Intelligence 108801 - 108801 . Search in Google Scholar

[23] Weina Yu. (2024). Music source feature extraction based on improved attention mechanism and phase feature. Systems and Soft Computing200149-200149. Weina Yu ( 2024 ). Music source feature extraction based on improved attention mechanism and phase feature . Systems and Soft Computing 200149 - 200149 . Search in Google Scholar

[24] Junjie Guo,Yunfei Zhang,Quan Xu,Lei Jiang,Xiaolong Liu,Shumin Lv & Junpeng Zhu. (2024). An robust N-gram causal inference approach based on multi-model fusion. Physical Communication102293-. Junjie Guo Yunfei Zhang Quan Xu Lei Jiang Xiaolong Liu Shumin Lv Junpeng Zhu ( 2024 ). An robust N-gram causal inference approach based on multi-model fusion . Physical Communication 102293- . Search in Google Scholar

[25] Li Wangyang,Fu Hongya,Han Zhenyu,Zhang Xing & Jin Hongyu. (2022). Intelligent tool wear prediction based on Informer encoder and stacked bidirectional gated recurrent unit. Robotics and Computer-Integrated Manufacturing. Li Wangyang Fu Hongya Han Zhenyu Zhang Xing Jin Hongyu ( 2022 ). Intelligent tool wear prediction based on Informer encoder and stacked bidirectional gated recurrent unit . Robotics and Computer-Integrated Manufacturing . Search in Google Scholar

[26] Chattopadhyay Tanay & Gayen Dilip Kumar. (2023). Sigmoid activation function generation by photonic artificial neuron (PAN). Optical and Quantum Electronics(2). Chattopadhyay Tanay Gayen Dilip Kumar ( 2023 ). Sigmoid activation function generation by photonic artificial neuron (PAN) . Optical and Quantum Electronics(2) . Search in Google Scholar