Medicine and Health Sciences Commons^™

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 …

Parent/ Caregiver Burnout With Autism Due To Covid, Leah Recker, Erin Babcock

Williams Honors College, Honors Research Projects

The purpose of this project is to gain an understanding how parents of children with autism are affected by caregiver burnout. We want to understand the different factors that contribute to this burnout and analyze how individuals are affected differently. To do this, we are sending

out a survey using Likert scale items to assess parents’ stress and burnout. We will be carefully selecting statements based off information we gather through peer reviewed journal articles. We would then like the parents to decide how strongly they agree or disagree with each question. This will create a more in-depth picture of …