2023
INTERSPEECH
INTERSPEECH 2023
Towards Reference Speech Characterization for Health Applications
Abstract
Speech has been used as a biomarker for the binary classification of multiple diseases, with promising results. However these speech affecting diseases often co-exist in the same individual and produce similar manifestations in the speech signal. Thus we propose to characterize normative speech using reference intervals for interpretable speech features (acoustic and linguistic), as a first step towards the adoption of speech analysis for multidisease screening in health applications. We discuss the impact of demographics and speech tasks. Finally, we compare the reference intervals with subjects suffering from Parkinson's disease, Alzheimer's disease and depression.
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Interdisciplinary Bridge
— Artificial Intelligence and Healthcare & Medicine and Machine Learning and Speech & Audio
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Keyword Pioneer
— reference interval
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Cross-Pollinator
— Artificial Intelligence, Computer Science, Computer Vision, Data Science & Analytics, Deep Learning, Healthcare & Medicine, Interdisciplinary, Machine Learning, Mathematics & Optimization, Natural Language Processing, Robotics, Speech & Audio