Context aware hierarchical alignment for robust multimodal three stream sentiment analysis

Abstract Lack of progress in sentiment analysis for conversational text because desktop and mobile communications shift emotions irregularly between different channels. Traditional approaches do not achieve an effective understanding of genuine situations when performing healthcare monitoring, provi...

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Autors principals:	Mudigonda Krishna Siva Prasad, Manoj Pennada, Kranthi Kumar Singamaneni, S. K. Prakalya, Ch Rushitha, G. Bhavana Mallesh
Format:	Artigo
Idioma:	Inglês
Publicat:	Springer 2026-02-01
Col·lecció:	Discover Artificial Intelligence
Matèries:	Multimodal sentiment analysis Context-aware processing Hierarchical alignment Cross-modal attention Fusion models Contrastive learning
Accés en línia:	https://doi.org/10.1007/s44163-026-01023-7
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