Medical Anatomy Commons^™

Optimizing Decision-Making In A Cerebral Palsy Model Using Reinforcement Learning, Richard Ampah

Pitzer Senior Theses

This study presents an original interdisciplinary investigation into how reinforcement learning (RL) can model motor and cognitive defects and potentially improve motor and cognitive functions in individuals with cerebral palsy (CP), a non-progressive neurological disorder that impairs movement and adaptability. Integrating computational neuroscience and machine learning, the research applies policy gradient methods and Markov Decision Processes (MDPs) to simulate adaptive learning in agents with and without CP-related constraints.

The central aim is to compare the cumulative rewards of optimal policies, derived from value iteration, and human-like learning policies using the REINFORCE algorithm, both with and without the Bellman baseline. The …

Addressing Healthcare Disparities Faced By Aging Down Syndrome Populations, Rhea Mistry

Pitzer Senior Theses

Down syndrome (DS) is a chromosomal genetic condition that impacts the development of the body and brain. The life expectancy of individuals with DS has drastically improved over the decades, increasing from 9 years in 1929 to 25 years in 1983 and further reaching 60 years by 2002. Individuals with DS face a variety of prominent co-occurring health conditions that are subject to change over time, including cognitive, visual, and hearing impairments, sleep apnea, cardiovascular defects, Down syndrome regression disorder, and dementia. Despite this increase in life span, DS is still most familiar to pediatric care providers, resulting in healthcare …