Author:
Kharade P. A.,Mohite Rajendra B,Kanase Sandip S
Abstract
During early adolescence, most mental disorders emerge, which contribute significantly to the global mental health burden, including India. Early identification of mental health problems is a major challenge in India. This study aimed to evaluate the effectiveness of mental health interventions among adolescents in India, and investigate personality patterns and psycho-social functioning among them using Machine Learning techniques. After conducting a literature review on Pub Med, Research gate and government websites, it was concluded that longitudinal study designs can be more efficient, less costly, and more robust to model selection, and they can have increased statistical power. The k means clustering technique was used to analyze personality patterns based on the Big 5 personality test. Psychological distress can be linked to personality patterns or traits, which refer to an individual's enduring patterns of thoughts, feelings, and behaviors that shape their characteristic ways of responding to and coping with the world around them.
Publisher
Granthaalayah Publications and Printers
Reference19 articles.
1. Kai Hatano , Shogo Hihara , Kazumi Sugimura , Tetsuya Kawamoto, “Patterns of Personality Development and Psychosocial Functioning in Japanese Adolescents: A Four-Wave Longitudinal Study” Issue: 21 Jan 2023
2. Waiel Tinwala, Shristi Rauniyar, “Big Five Personality Detection Using Deep Convolutional Neural Networks”,
3. Devesh Agarwal, Mr. M. Karthikeyan “PERSONALITY PREDICTION USING MACHINE LEARNING” International Research Journal of Modernization in Engineering Technology and Science, Volume:04, Issue:April-2022
4. Yasmín Hernández , Alicia Martínez, Hugo Estrada, Javier Ortiz and Carlos Acevedo “Machine Learning Approach for Personality Recognition in Spanish Texts” published: 15 March 2022
5. Tajul Rosli Razak, Muhamad Arif Hashim, Iman Hazwan Abd Halim, Nur Fatin Farihin Shamsul “Career Path Recommendation System for UiTM Perlis Students Using Fuzzy Logic” International conference on Intelligent and Advanced Systems (ICIAS) Issue: June 2014