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Chapman University

Computational and Data Sciences (MS) Theses

2019

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Exploring The Impact Of Challenging Behaviors On Treatment Efficacy In Autism Spectrum Disorder, Juliana Hoag May 2019

Exploring The Impact Of Challenging Behaviors On Treatment Efficacy In Autism Spectrum Disorder, Juliana Hoag

Computational and Data Sciences (MS) Theses

The focus of this study was to explore the impact of challenging behaviors on Applied Behaviors Analysis treatment in Autism Spectrum Disorder. The prevalence of ASD is on the rise, so it is important that we understand how patients are responding to treatment. In this study, we cluster patients (N=854) based on their eight observed challenging behaviors using k-means, a machine learning algorithm, and then perform a multiple linear regression analysis to find significant differences between average exemplars mastered. The goal of this study was to expand the research in the area of ABA treatment for ASD and to help …