Ngafifudin, D. and Kustiningsih, I. (2026) “Comparative Analysis of Machine Learning, Deep Learning, and Transformer Models for Multi-Class Emotion Detection on Social Media”, Journal of Digital Society, 2(3), pp. 225–239. doi: 10.63913/jds.v2i3.37.