Predictive analysis on depression among university students in Bangladesh
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2024.
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| Język: | English |
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Brac University
2024
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| Dostęp online: | http://hdl.handle.net/10361/22771 |
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10361-22771 |
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10361-227712024-05-08T21:02:36Z Predictive analysis on depression among university students in Bangladesh Ahmed, Syed Aref Mustafa, Khondokar Jamal E Arif, Ibtesum Tahmid, MD. Nafis Rana, Md. Shahriar Rahman Rahman, Rafeed Department of Computer Science and Engineering, Brac University Mental health Peer pressure Predictive analysis Academic competition Neural networks (Computer science)--Psychological aspects--Congresses Artificial intelligence This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2024. Cataloged from PDF version of thesis. Includes bibliographical references (pages 20-21). The identification of depression is done by medical practitioners based on mental status questionnaires and the patient’s self-reporting. Apart from the methods being highly dependent on the patient’s current mood, people who go through mental disorders seek mental help reluctantly. Universities always promise scholars a promising career in their domains. However, the academic competition, peer pressure, isolation and many other factors could put a student in a state of depression. In this research, we propose a big data analytics template to detect depression among university students. Asserting again, since isolation and separation are believed to have the most dramatic effect on the pupils, the framework also models the correlation between these factors and depression. To conclude, the journal evaluates the performance of the proposed framework on a massive real dataset collected from different university students of Bangladesh and proves that the accuracy of the machine learning models outperforms traditional techniques for detecting depression in universities. Syed Aref Ahmed Khondokar Jamal E Mustafa Ibtesum Arif MD. Nafis Tahmid B.Sc. in Computer Science and Engineering 2024-05-08T04:31:46Z 2024-05-08T04:31:46Z ©2024 2024-01 Thesis ID: 19201124 ID: 19241008 ID: 19201054 ID: 19301053 http://hdl.handle.net/10361/22771 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. 29 pages application/pdf Brac University |
| institution |
Brac University |
| collection |
Institutional Repository |
| language |
English |
| topic |
Mental health Peer pressure Predictive analysis Academic competition Neural networks (Computer science)--Psychological aspects--Congresses Artificial intelligence |
| spellingShingle |
Mental health Peer pressure Predictive analysis Academic competition Neural networks (Computer science)--Psychological aspects--Congresses Artificial intelligence Ahmed, Syed Aref Mustafa, Khondokar Jamal E Arif, Ibtesum Tahmid, MD. Nafis Predictive analysis on depression among university students in Bangladesh |
| description |
This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2024. |
| author2 |
Rana, Md. Shahriar Rahman |
| author_facet |
Rana, Md. Shahriar Rahman Ahmed, Syed Aref Mustafa, Khondokar Jamal E Arif, Ibtesum Tahmid, MD. Nafis |
| format |
Thesis |
| author |
Ahmed, Syed Aref Mustafa, Khondokar Jamal E Arif, Ibtesum Tahmid, MD. Nafis |
| author_sort |
Ahmed, Syed Aref |
| title |
Predictive analysis on depression among university students in Bangladesh |
| title_short |
Predictive analysis on depression among university students in Bangladesh |
| title_full |
Predictive analysis on depression among university students in Bangladesh |
| title_fullStr |
Predictive analysis on depression among university students in Bangladesh |
| title_full_unstemmed |
Predictive analysis on depression among university students in Bangladesh |
| title_sort |
predictive analysis on depression among university students in bangladesh |
| publisher |
Brac University |
| publishDate |
2024 |
| url |
http://hdl.handle.net/10361/22771 |
| work_keys_str_mv |
AT ahmedsyedaref predictiveanalysisondepressionamonguniversitystudentsinbangladesh AT mustafakhondokarjamale predictiveanalysisondepressionamonguniversitystudentsinbangladesh AT arifibtesum predictiveanalysisondepressionamonguniversitystudentsinbangladesh AT tahmidmdnafis predictiveanalysisondepressionamonguniversitystudentsinbangladesh |
| _version_ |
1814308572499017728 |