Effect of social Media on mental health
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2023.
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Brac University
2024
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| Länkar: | http://hdl.handle.net/10361/22177 |
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10361-221772024-01-17T21:02:37Z Effect of social Media on mental health Islam, Tahshinul Farhan, Tajish Ahmed Turjo, Syed Thakdir Pretty, Nusrat Jaman Sababa, Tasfia Haque Chakrabarty, Dr. Amitabha Department of Computer Science and Engineering, Brac University Social media Mental health Social media--Psychological aspects. Information technology--Social aspects. This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2023. Cataloged from PDF version of thesis. Includes bibliographical references (pages 19-20). An online community where people work together to produce, share and change their ideas and comments about any data is known as web-based social network ing. Over the past ten years, long-distance social networking purpose of connecting has profoundly changed how people interact and collaborate. This study aims to evaluate how social media expanded and opened doors to making social correlations that might add to psychological wellness challenges. It included inquiries for de mographic data, an example of long-range interpersonal communication use, social relationships, and well-being impacts. A descriptive study examined responses from 793 adults to a self-created questionnaire with four sections that was sent using the Google survey tool. In order to develop a paradigm concerning the Chi-Squared test has been used to know about the relationships between social networking site use and the three different categories of psychological distress which are depression, anxiety, loneliness. Previously, different methodologies and theories have been used to know about the effects of social media on mental health. We have tried using the supervised learning classifiers such as Random forest, Decision Tree, SVN, KNN, ADA Boost, Na¨ıve bayes and Voting classifier on the data set pertaining to the use of social networking sites and mental health issues which was dynamically examined. Among those classifiers we chose the best results with the highest accuracy and f1 scores as these results can tell us how much false positives and false negatives we get. Depending on the scores, we found that SVN classifier delivered the best results with an average accuracy score of 38% for depression, 48% for anxiety and 65% for loneliness and an F1 scores of 28%, 42% and 44% respectively. Tahshinul Islam Tajish Farhan Syed Thakdir Ahmed Turjo Nusrat Jaman Pretty Tasfia Haque Sababa B.Sc. in Computer Science and Engineering 2024-01-17T08:09:29Z 2024-01-17T08:09:29Z 2023 2023-01 Thesis ID: 19101202 ID: 18101312 ID: 18101484 ID: 18101582 ID: 18301082 http://hdl.handle.net/10361/22177 en Brac University theses are protected by copyright. They may be viewed from this source for any purpose, but reproduction or distribution in any format is prohibited without written permission. 20 pages application/pdf Brac University |
| institution |
Brac University |
| collection |
Institutional Repository |
| language |
English |
| topic |
Social media Mental health Social media--Psychological aspects. Information technology--Social aspects. |
| spellingShingle |
Social media Mental health Social media--Psychological aspects. Information technology--Social aspects. Islam, Tahshinul Farhan, Tajish Ahmed Turjo, Syed Thakdir Pretty, Nusrat Jaman Sababa, Tasfia Haque Effect of social Media on mental health |
| description |
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2023. |
| author2 |
Chakrabarty, Dr. Amitabha |
| author_facet |
Chakrabarty, Dr. Amitabha Islam, Tahshinul Farhan, Tajish Ahmed Turjo, Syed Thakdir Pretty, Nusrat Jaman Sababa, Tasfia Haque |
| format |
Thesis |
| author |
Islam, Tahshinul Farhan, Tajish Ahmed Turjo, Syed Thakdir Pretty, Nusrat Jaman Sababa, Tasfia Haque |
| author_sort |
Islam, Tahshinul |
| title |
Effect of social Media on mental health |
| title_short |
Effect of social Media on mental health |
| title_full |
Effect of social Media on mental health |
| title_fullStr |
Effect of social Media on mental health |
| title_full_unstemmed |
Effect of social Media on mental health |
| title_sort |
effect of social media on mental health |
| publisher |
Brac University |
| publishDate |
2024 |
| url |
http://hdl.handle.net/10361/22177 |
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