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Fall 2012
Functional Magnetic Resonance Imaging (fMRI) measures the dynamic activity of each voxel of a brain. This dissertation addresses the challenge of learning a diagnostic classifier that uses a subject’s fMRI data to distinguish subjects with neuropsychiatric disorders from healthy controls. fMRI...
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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...