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Start Over Area of Honors Data Sciences Year 2023

1. Understanding Undergraduates' Perceptions of Student Debt Visualizations: A Human-Centered Approach

open_access
Open Access
Author:
Hubbard, Glenn
Title:
Understanding Undergraduates' Perceptions of Student Debt Visualizations: A Human-Centered Approach
Area of Honors:
Data Sciences
Keywords:
Data Science
Visualization
Debt
Student Debt
Human-Computer Interaction
HCI
DS
CS
Python
Excel
Psychology
Interpretivist
Grounded Theory
Undergraduate
Study
Human-Centered
Finance
Amortization
Chart
Graph
Line Graph
Bar Graph
Stacked Bar Graph
Plotly
Mortgage
Debt Crisis
Design
File:
Download Hubbard_Thesis_Final.pdf
Thesis Supervisors:
Syed M. Billah, Thesis Supervisor
John Yen, Thesis Honors Advisor

2. Predicting 30-Day ICU Readmission Rates Using Machine Learning on Electronic Health Records

open_access
Open Access
Author:
Farooq, Sarah
Title:
Predicting 30-Day ICU Readmission Rates Using Machine Learning on Electronic Health Records
Area of Honors:
Data Sciences
Keywords:
machine learning
classification
EHR
data
electronic health records
hospital
ICU
readmission
class imbalance
missing values
imputation
rebalancing
hospital readmission
patient
medical data
XG Boost
MICE data imputation
health
health care
model
supervised learning
model performance
File:
Download SarahFarooq_Honors_Thesis.pdf
Thesis Supervisors:
Fenglong Ma, Thesis Supervisor
John Yen, Thesis Honors Advisor

3. Modeling Stock Return Volatility, a Comparative Approach

open_access
Open Access
Author:
Krimetz, Robert
Title:
Modeling Stock Return Volatility, a Comparative Approach
Area of Honors:
Data Sciences
Keywords:
Stock Volatility
time series models
Bayesian Models
Probabilistic Programming
Markov chain Monte Carlo
Hamiltonian Monte Carlo
Implied Volatility
Realized Volatility
File:
Download Krimetz_Robert_Modeling_Stock_Return_Volatility_a_Comparative_Approach.pdf
Thesis Supervisors:
Matthew D Beckman, Thesis Supervisor
Anh Tuan Le, Thesis Honors Advisor
Jeremy Seeman, Faculty Reader