Predicting the Link Between Online Gaming and Mental Disorders in Youth: RNN vs J48 Decision Tree

M. Ajay Karthik, S. Ashokkumar

2023

Abstract

This study aims to refine predictions regarding the link between online gaming and mental disorders among young individuals by employing advanced Recurrent Neural Networks (RNN). The efficiency of the RNN is contrasted with the J48 decision tree. To heighten the precision in pinpointing mental health issues through gaming behaviours, a novel RNN and the J48 decision tree were utilised. The research incorporated a dataset of 20,200 entries sourced from Kaggle. Interestingly, the RNN exhibited an impressive accuracy rate of 96.27%, which considerably surpassed the J48 decision tree's 85.95%. Statistical analysis further highlighted a marked difference in their performances. In summary, the RNN showed heightened effectiveness in predicting the relationship between online gaming habits and mental disorders in the youth.

Paper Citation

in Harvard Style

Karthik M. and Ashokkumar S. (2023). Predicting the Link Between Online Gaming and Mental Disorders in Youth: RNN vs J48 Decision Tree . In Proceedings of the 1st International Conference on Artificial Intelligence for Internet of Things: Accelerating Innovation in Industry and Consumer Electronics - Volume 1: AI4IoT; ISBN 978-989-758-661-3, SciTePress, pages 403-408. DOI: 10.5220/0012504900003739

in Bibtex Style

@conference{ai4iot23,
author={M. Ajay Karthik and S. Ashokkumar},
title={Predicting the Link Between Online Gaming and Mental Disorders in Youth: RNN vs J48 Decision Tree },
booktitle={Proceedings of the 1st International Conference on Artificial Intelligence for Internet of Things: Accelerating Innovation in Industry and Consumer Electronics - Volume 1: AI4IoT},
year={2023},
pages={403-408},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012504900003739},
isbn={978-989-758-661-3},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 1st International Conference on Artificial Intelligence for Internet of Things: Accelerating Innovation in Industry and Consumer Electronics - Volume 1: AI4IoT
TI - Predicting the Link Between Online Gaming and Mental Disorders in Youth: RNN vs J48 Decision Tree
SN - 978-989-758-661-3
AU - Karthik M.
AU - Ashokkumar S.
PY - 2023
SP - 403
EP - 408
DO - 10.5220/0012504900003739
PB - SciTePress