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- 2Speech analysis
- 1Alzheimer's dementia detection
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- 1Computational psychiatry
- 1Mental health
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Alzheimer’s Dementia Detection Through Machine Learning: Analyzing Linguistic and Acoustic Features in Spontaneous Speech
DownloadFall 2023
With the rapid aging of the world’s population, the global burden of aging related mental disorders, such as Alzheimer’s dementia (AD), is also on the rise. Unfortunately global healthcare systems are vastly under-resourced, which means that many people who need mental health services are unable...
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Machine Learning on Speech Audio for Extracting Indicators of Psychiatric and Neurodegenerative Conditions
DownloadFall 2024
The objective of this thesis is to develop and validate computational models of vocal expressions to predict the severity of (i) psychiatric disorders, such as depression, anxiety, and stress, and (ii) neurodegenerative diseases, like Alzheimer's Dementia (AD) and mild cognitive impairment...