Adaptive sentiment evaluation in social media analysis
The results show that ADRTW remains competitive with static averaging in controlled settings while preserving context-sensitive local variation in large-scale discourse analysis, and the proposed framework provides a transparent and reusable basis for examining emotional dynamics in social media discourse.