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- Creators: ASU Library. Music Library
ContributorsKrause, Julie (Performer) / Yu, Wan-Ting (Performer) / Jeon, Dasom (Performer) / ASU Library. Music Library (Publisher)
Created2025-04-11
ContributorsASU Library. Music Library (Publisher)
Created2025-04-02
ContributorsPhillips, Katherine (Performer) / Glomb, Lauren (Performer) / Templeton, Grace (Performer) / Ritchie, Elizabeth (Performer) / ASU Library. Music Library (Publisher)
Created2025-03-18
Description
Alzheimer's disease is a rapidly growing public health crisis. This challenging neurodegenerative disease starts with a prolonged pre-clinical phase, known as Mild Cognitive Impairment. (MCI) Researchers advocate for the importance in diagnosing individuals with MCI to prevent further disease progression. Current diagnostic approaches are not sufficient because they don't capture the fluctuant behavior expected with MCI symptoms; consequently, researchers have been exploring how studying lifestyle and routine data of individuals can improve diagnosis accuracy. The goal of this thesis was to contribute towards a working-effort in creating a machine learning model that can supplement the clinical diagnosis of MCI using naturalistic driving data. By implementing a state-of-the-art algorithm known ROCKET with classical machine learning classifiers, my work aims to help design a model that can accurately diagnose individuals with MCI.
ContributorsLimaye, Anushka (Author) / Wu, Teresa (Thesis director) / Forzani, Erica (Committee member) / Al-Hindawi, Firas (Committee member) / Barrett, The Honors College (Contributor) / Harrington Bioengineering Program (Contributor) / School of Biological & Health Systems Engineering (Contributor) / School of Mathematical and Statistical Sciences (Contributor)
Created2025-05
ContributorsASU Library. Music Library (Publisher)
Created2025-03-25
ContributorsWong, Gabbie (Performer) / Schuring, Martin (Performer) / Hsieh, Hsiao-Hsi (Performer) / ASU Library. Music Library (Publisher)
Created2025-03-22
ContributorsMartinez, Eddie (Performer) / Yu, Wan-Ting (Performer) / Glomb, Lauren (Performer) / ASU Library. Music Library (Publisher)
Created2025-03-27
ContributorsLi, Zhelin (Performer) / Steinblums, Martins (Performer) / Cao, Yundian (Performer) / Cid, Ramses (Performer) / ASU Library. Music Library (Publisher)
Created2025-04-24
ContributorsNolan, Ethan (Performer) / Martin, Steven (Performer) / Sloan, Zachary (Performer) / DiMillio, Rocco (Performer) / ASU Library. Music Library (Publisher)
Created2025-02-25
ContributorsSteinweg, Tiffany (Performer) / Wang, Chuwen (Performer) / ASU Library. Music Library (Publisher)
Created2025-02-23