Real-time NLP-based stress detection in social media for digital mental health intervention

This study presents an NLP-based machine learning system for detecting stress in social media posts, enabling timely digital mental health intervention. A dataset of 45,792 posts from Reddit and Twitter was compiled, cleaned, tokenised, lemmatised, and balanced using Random Oversampling, with sentim...

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Bibliographic Details

Main Authors:	Nazri, Nur Alya Batrisyia, Zulkurnain, Nurul Fariza, Gunawan, Teddy Surya, Zainuddin, Norafiza, Kartiwi, Mira, Md Yusoff, Nelidya
Format:	Proceeding Paper
Language:	en en
Published:	IEEE 2025
Subjects:	TK7885 Computer engineering
Online Access:	http://irep.iium.edu.my/127113/7/127113_Real-time%20NLP-based%20stress.pdf http://irep.iium.edu.my/127113/8/127113_Real-time%20NLP-based%20stress_Scopus.pdf http://irep.iium.edu.my/127113/ https://ieeexplore.ieee.org/document/11233519
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