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cs.LG2025
Affect Models Have Weak Generalizability to Atypical Speech
Jaya Narain, Amrit Romana, Vikramjit Mitra +2
Speech and voice conditions can alter the acoustic properties of speech, which could impact the performance of paralinguistic models for affect for people with atypical speech. We…
cs.LG2021★ 1 cited
Accounting for Variations in Speech Emotion Recognition with Nonparametric Hierarchical Neural Network
Lance Ying, Amrit Romana, Emily Mower Provost
In recent years, deep-learning-based speech emotion recognition models have outperformed classical machine learning models. Previously, neural network designs, such as Multitask Le…