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Mental and Social Health

Chapman University

Theses/Dissertations

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Full-Text Articles in Analytical, Diagnostic and Therapeutic Techniques and Equipment

Identifying Functional Profiles Of Challenging Behaviors In Autism Spectrum Disorder With Unsupervised Machine Learning, Emily Daskas Dec 2021

Identifying Functional Profiles Of Challenging Behaviors In Autism Spectrum Disorder With Unsupervised Machine Learning, Emily Daskas

Computational and Data Sciences (MS) Theses

Machine learning and deep learning methods are becoming increasingly used in the understanding, identification, and improvement of the diagnosis and treatment of Autism Spectrum Disorder. People with ASD often exemplify challenging behaviors that can put their safety, education, and general quality of life at risk. Challenging behaviors are driven by one of four functions. The combination of common occurrences of challenging behaviors and their respective behavioral functions are unique to the individual and circumstance, and the most successful therapies account for both challenging behaviors and their respective functions. Therefore, it is important that research is done on these concepts to …