Graph-based neural networks with neural ODEs for robust speech processing in environmental and human-centric systems

This paper introduces H-STGNN-ODE-DA, a novel model for voice sentiment analysis that combines multi-scale acoustic feature extraction, hierarchical graph neural networks (GNNs), Neural Ordinary Differential Equations (Neural ODEs), and domain-adversarial adaptation. Designed to enhance accuracy and...

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Bibliographic Details
Main Authors: Mambetov Saken, Ormanbekova Ainur, Joldasbayev Serik, Duissembayeva Laura, Mailykhanova Bulgyn
Format: Article
Language:English
Published: EDP Sciences 2025-01-01
Series:E3S Web of Conferences
Online Access:https://www.e3s-conferences.org/articles/e3sconf/pdf/2025/27/e3sconf_geotech2025_04017.pdf
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