Abstract
The global coronavirus disease (COVID-19) pandemic has devastated public health, education, and the economy worldwide. As of December 2022, more than 524 million individuals have been diagnosed with the new coronavirus, and nearly 6 million people have perished as a result of this deadly sickness, according to the World Health Organization. Universities, colleges, and schools are closed to prevent the coronavirus from spreading. Therefore, distance learning became a required method of advancing the educational system in contemporary society. Adjusting to the new educational system was challenging for both students and instructors, which resulted in a variety of complications. People began to spend more time at home; thus, social media usage rose globally throughout the epidemic. On social media channels such as Twitter, people discussed online schooling. Some individuals viewed online schooling as superior, while others viewed it as a failure. This study analyzes the attitudes of individuals toward distance education during the pandemic. Sentiment analysis was performed using natural language processing (NLP) and deep learning methods. Recurrent neural network (RNN) and one-dimensional convolutional neural network (1DCNN)-based network models were used during the experiments to classify neutral, positive, and negative contents.
Original language | English |
---|---|
Title of host publication | Artificial Intelligence Applications and Innovations - 19th IFIP WG 12.5 International Conference, AIAI 2023, Proceedings |
Editors | Ilias Maglogiannis, Lazaros Iliadis, John MacIntyre, Manuel Dominguez |
Publisher | Springer Science and Business Media Deutschland GmbH |
Pages | 240-251 |
Number of pages | 12 |
ISBN (Print) | 9783031341106 |
DOIs | |
Publication status | Published - 2023 |
Externally published | Yes |
Event | 19th IFIP WG 12.5 International Conference on Artificial Intelligence Applications and Innovations, AIAI 2023 - León, Spain Duration: 14 Jun 2023 → 17 Jun 2023 |
Publication series
Name | IFIP Advances in Information and Communication Technology |
---|---|
Volume | 675 IFIP |
ISSN (Print) | 1868-4238 |
ISSN (Electronic) | 1868-422X |
Conference
Conference | 19th IFIP WG 12.5 International Conference on Artificial Intelligence Applications and Innovations, AIAI 2023 |
---|---|
Country/Territory | Spain |
City | León |
Period | 14/06/23 → 17/06/23 |
Bibliographical note
Publisher Copyright:© 2023, IFIP International Federation for Information Processing.
Keywords
- COVID-19
- Deep Learning
- Distance Education
- Sentiment Analysis
- Social Media