지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한전자공학회 IEIE Transactions on Smart Processing & Computing IEIE Transactions on Smart Processing & Computing Vol.13 No.4
- 발행연도
- 2024.8
- 수록면
- 393 - 401 (9page)
- DOI
- 10.5573/IEIESPC.2024.13.4.393
이용수
초록· 키워드
오류제보하기
The mental health of college students is facing challenges because of the rapid changes in society. Anticipating these changes to enhance the emotional well-being of college students is crucial. This study devised a questionnaire focusing on pressure sources, such as employment and academic pressures. The mental health of college students was assessed using the SCL-90 scale, and data were collected as samples. A predictive model based on a back-propagation neural network (BPNN) was then constructed. The BPNN parameters were fine-tuned using the improved seagull optimization algorithm (ISOA), resulting in the ISOA-BPNN prediction model. The ISOA algorithm improved the BPNN prediction performance significantly compared to optimization algorithms, such as particle swarm optimization (PSO) and artificial bee colony (ABC), achieving an accuracy of 0.9762, an F1 value of 0.9834, and an area under the curve (AUC) of 0.9956. The ISOA-BPNN model demonstrated superior performance in predicting the mental health status of college students compared to prediction models, such as Logistic regression. These findings confirm the reliability of the ISOA-BPNN model developed in this study for predicting the mental health of college students and its potential applicability.
목차
Abstract
1. Introduction
2. Big Data Analysis of College Students’ Mental Health
3. Prediction Model based on BPNN
4. Results and Analysis
5. Discussion
6. Conclusion
References
참고문헌 (22)
참고문헌 신청
X. Wang, “Research on Mental Health Education for College Students,” International Journal of Social Science and Education Research, Vol. 3, No. 3, pp. 153-157, 2020. Article (CrossRef Link)
E. E. Fitzsimmons-Craft, C. B. Taylor, M. G. Newman, N. H. Zainal, E. E. Rojas-Ashe, S. K. Lipson, M. L. Firebaugh, P. Ceglarek, К. Койнова, N. Topooco, N. C. Jacobson, A. K. Graham, H. M. Kim, D. Eisenberg, and D. E. Wilfley, “Harnessing mobile technology to reduce mental health disorders in college populations: A randomized controlled trial study protocol,” Contemporary Clinical Trials, Vol. 103, pp. 1-10, 2021. Article (CrossRef Link)
M. Gibson, N. Anderson, A. Horton, K. Mullions, and A. Reynolds, “0255 Sleep Hygiene Index: Associations with Sleep and Mental Health in College Students,” SLEEP, Vol. 45, No. Supplement_1, pp. A114-A115, 2022. Article (CrossRef Link)
S. P. Becker, A. S. Holdaway, and A. M. Luebbe, “Suicidal Behaviors in College Students: Frequency, Sex Differences, and Mental Health Correlates Including Sluggish Cognitive Tempo,” Journal of Adolescent Health, Vol. 63, pp. 181-188, 2018. Article (CrossRef Link)
W. J. B. W. Hamat, H. M. B. Ishak, K. Hashikura, T. Suzuki, and K. Yamda, “Detection of Anxiety Expression From EEG Analysis Using Support Vector Machine,” ECTI Transactions on Electrical Engineering, Electronics, and Communications, Vol. 17, No. 1, pp. 87-94, 2019. Article (CrossRef Link)
E. E. Fitzsimmons-Craft, C. B. Taylor, M. G. Newman, N. H. Zainal, E. E. Rojas-Ashe, S. K. Lipson, M. L. Firebaugh, P. Ceglarek, К. Койнова, N. Topooco, N. C. Jacobson, A. K. Graham, H. M. Kim, D. Eisenberg, and D. E. Wilfley, “Harnessing mobile technology to reduce mental health disorders in college populations: A randomized controlled trial study protocol,” Contemporary Clinical Trials, Vol. 103, pp. 1-10, 2021. Article (CrossRef Link)
M. Gibson, N. Anderson, A. Horton, K. Mullions, and A. Reynolds, “0255 Sleep Hygiene Index: Associations with Sleep and Mental Health in College Students,” SLEEP, Vol. 45, No. Supplement_1, pp. A114-A115, 2022. Article (CrossRef Link)
S. P. Becker, A. S. Holdaway, and A. M. Luebbe, “Suicidal Behaviors in College Students: Frequency, Sex Differences, and Mental Health Correlates Including Sluggish Cognitive Tempo,” Journal of Adolescent Health, Vol. 63, pp. 181-188, 2018. Article (CrossRef Link)
W. J. B. W. Hamat, H. M. B. Ishak, K. Hashikura, T. Suzuki, and K. Yamda, “Detection of Anxiety Expression From EEG Analysis Using Support Vector Machine,” ECTI Transactions on Electrical Engineering, Electronics, and Communications, Vol. 17, No. 1, pp. 87-94, 2019. Article (CrossRef Link)
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Design of Auto-Tuning of a Controller Using BPNN
대한전자공학회 학술대회
2019 .06
-
BP신경망을 이용한 GMA 용접 변형 예측 모델 개발
한국생산제조학회 학술발표대회 논문집
2022 .12
-
A new model approach to predict the unloading rock slope displacement behavior based on monitoring data
Structural Engineering and Mechanics, An Int＇l Journal
2018 .01
-
A new model approach to predict the unloading rock slope displacement behavior based on monitoring data
Structural engineering and mechanics : An international journal
2018 .01
-
반응표면법-역전파신경망을 이용한 AA5052 판재 점진성형 공정변수 모델링 및 유전 알고리즘을 이용한 다목적 최적화
소성·가공
2021 .06
-
Condition Assessment for Wind Turbines with Doubly Fed Induction Generators Based on SCADA Data
Journal of Electrical Engineering & Technology
2017 .03
-
Machine learning approaches for wind speed forecasting using long-term monitoring data: a comparative study
Smart Structures and Systems, An International Journal
2019 .01
-
Correlation between Appearance Management Behaviors and Mental Health Level of Female University Students for U-mental Healthcare
한국컴퓨터정보학회논문지
2019 .03
-
일 지역사회 학생의 정신건강상태, 정신건강지식, 정신건강복지센터와 정신건강사업에 대한 인식조사
한국산학기술학회 논문지
2020 .03
-
Modeling of surface roughness in electro-discharge machining using artificial neural networks
Advances in materials research : AMR
2017 .01
-
대학생의 정신건강에 미치는 영향요인
한국산학기술학회 논문지
2018 .09
-
A review study of application of artificial intelligence in construction management and composite beams
Steel and Composite Structures, An International Journal
2021 .01
-
간호대학생의 정신건강에 영향을 미치는 관련 요인
한국산학기술학회 논문지
2015 .12
-
일 지역사회 소방공무원의 정신건강상태, 정신건강지식, 정신건강복지센터 및 정신건강사업 인식조사
한국산학기술학회 논문지
2024 .10
-
역전파 신경망을 이용한 2-Head 수평형 머시닝센터 Column의 근사 모델링
한국정밀공학회 학술발표대회 논문집
2017 .05
-
A temperature prediction model for library building based on LSTM
대한설비공학회 학술발표대회논문집
2019 .11
-
IoT 환경에서의 슬라이딩 윈도우 기반 센서 데이터 처리
디지털콘텐츠학회논문지
2020 .04
-
A Study on Tool Condition Monitoring and Diagnosis of Milling Process
한국생산제조학회 학술발표대회 논문집
2016 .10
-
일 지역사회 일반직 공무원의 정신건강지식, 정신건강상태, 정신건강복지센터 및 정신건강사업에 대한 인식조사
한국산학기술학회 논문지
2020 .12
-
코로나19 상황에서 간호대학생의 정신 건강이 대학생활 적응에 끼치는 영향
한국산학기술학회 논문지
2023 .10
최근 본 자료
댓글(0)
0
UCI(KEPA) : I410-151-24-02-090252096