[HTML][HTML] Stacking ensemble learning model for predict anxiety level in university students using balancing methods

A Daza, J Bobadilla, O Apaza, J Pinto - Informatics in Medicine Unlocked, 2023 - Elsevier
Background Anxiety is known as one of the most common health disorders affecting a large
part of the population with a high social and personal impact, which affects about 25% of …

[HTML][HTML] Predicting the depression in university students using stacking ensemble techniques over oversampling method

AD Vergaray, JCH Miranda, JB Cornelio… - Informatics in medicine …, 2023 - Elsevier
Background Depression is that mental health disorder characterized by constant sadness for
approximately 2 weeks, in which it generates an inability to do daily activities, and those …

[HTML][HTML] Systematic review of machine learning techniques to predict anxiety and stress in college students

A Daza, N Saboya, JI Necochea-Chamorro… - Informatics in medicine …, 2023 - Elsevier
Background Anxiety is considered one of the most common pathologies that people go
through frequently, this being the main cause of illness and disability in students since it is …

A machine learning study to predict anxiety on campuses in Lebanon

M Mahalingam, M Jammal, R Hoteit… - … with Informatics and …, 2023 - ebooks.iospress.nl
University students are experiencing a mental health crisis across the world. COVID-19 has
exacerbated this situation. We have conducted a survey among university students in two …

Anxiety, Depression and Stress prediction among College Students using Machine Learning Algorithms

SS Malik, A Khan - 2023 Second International Conference on …, 2023 - ieeexplore.ieee.org
Anxiety, Stress and Depression have become common psychological health issues in
today's life. While these health issues have severely affected every age group of people …

Anxiety Prediction and Analysis-A Machine Learning Based Approach

SA Farooq, O Konda, A Kunwar… - 2023 4th International …, 2023 - ieeexplore.ieee.org
Anxiety is considered a psychological disorder that causes stress, emotional trauma, and so
forth, which affects a person both mentally and physically. This condition causes a person to …

Detection and classification of anxiety in university students through the application of machine learning

S Bhatnagar, J Agarwal, OR Sharma - Procedia Computer Science, 2023 - Elsevier
Mental Health has recently transformed into a domain that caused interest in almost every
field and has garnered attention in recent years, millions of people suffer due to mental …

Predicting the level of generalized anxiety disorder of the coronavirus pandemic among college age students using artificial intelligence technology

H Alharthi - 2020 19th International Symposium on Distributed …, 2020 - ieeexplore.ieee.org
Introduction: Emerging reports indicate heightened anxiety among university students during
the Corona pandemic. Implications of which can impact their academic performance …

[PDF][PDF] Reviewing machine learning techniques for predicting anxiety disorders

T Kotsilieris, E Pintelas, IE Livieris… - Technical Report TR01 …, 2018 - researchgate.net
Background Anxiety disorders are a type of mental disorders characterized by important
feelings of fear and anxiety. In recent years, the evolution of machine learning techniques …

[PDF][PDF] Evaluation of mental stress using predictive analysis

Y Pingle - Int J Eng Res Technol (IJERT), NTASU—2020 …, 2021 - academia.edu
Mental health issues like depression, anxiety sleep disorders can start at the young age due
to the mental stress that the students go through in their day-to-day lives. In India, more than …