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Author:

Gluck, Jared Paul

Title:

A PLAN for Tackling the Locust Crisis in East Africa: Harnessing Spatiotemporal Deep Models for Locust Movement Forecasting

Area of Honors:

Computer Science

Keywords:

ai
ai for social good
deep learning
machine learning
locusts

File:

Download Gluck_Jared_thesis.pdf

Thesis Supervisors:

Amulya Yadav, Thesis Supervisor
Jesse Louis Barlow, Thesis Honors Advisor

Author:

Li, Matthew

Title:

using physics-informed generative adversarial networks to enhance multiphase fluid flow simulation

Area of Honors:

Computer Science

Keywords:

machine learning
deep learning
computational fluid dynamics
cfd
novel method
physics-informed neural network

File:

Download thesis_matthew_li.pdf

Thesis Supervisors:

Chris Mc Comb, Thesis Supervisor
Jesse Louis Barlow, Thesis Honors Advisor

Author:

Huang, Ruijie

Title:

A Hybrid Model of Convolutional Neural Network and Gradient Boosting

Area of Honors:

Statistics

Keywords:

Image classification
machine learning
convolutional neural network
gradient boost
data analysis

File:

Download HonorThesis_RuijieHuang_FinalVersion.pdf

Thesis Supervisors:

Prabhani Kuruppumullage Don, Thesis Supervisor
Ethan Xingyuan Fang, Thesis Honors Advisor

Author:

Vommi, Himani

Title:

Exploring Effectiveness of HIDS for Machine-Learning Data Defense

Area of Honors:

Information Sciences and Technology

Keywords:

cybersecurity
machine learning
SIEM
APT
advanced persistent threats
security validation
Splunk
HIDS
intrusion detection system
detection evasion
MITRE

File:

Download Exploring_Effectiveness_of_HIDS_for_Machine-Learning_Data_Defense_FINAL.pdf

Thesis Supervisors:

John Andrew Landmesser, Thesis Supervisor
Angela Lynn Putman, Thesis Honors Advisor

Author:

Strait, Jessica

Title:

The Impact of Menstrual Cup Distribution on College Student Attitudes about Menstruation: An Exploratory Data Science Approach

Area of Honors:

Data Sciences

Keywords:

data science
menstrual health
menstruation
period stigma
menstrual hygiene
machine learning
predictive analytics
menstrual cups
statistics

File:

Download J._Strait_Thesis_Final_4-13.pdf

Thesis Supervisors:

Arpan Shailesh Yagnik, Thesis Supervisor
John Yen, Thesis Honors Advisor

Author:

Wojnar, Sara

Title:

Parameterization, simulation and analysis of electrode-level physics-based battery model

Area of Honors:

Mechanical Engineering

Keywords:

Li-ion
electrode-level
battery model
machine learning
aging prediction

File:

Download Sara_Wojnar_Thesis___final.pdf

Thesis Supervisors:

Satadru Dey, Thesis Supervisor
Daniel Humberto Cortes Correales, Thesis Honors Advisor

Author:

Chun, Chaewan

Title:

Robust Image Classification based on Pixel Importance

Area of Honors:

Computer Science

Keywords:

adversarial attack
image analysis
machine learning
CNN
heatmap-based blurring
robustness

File:

Download Schreyer_Honors_Thesis_Chun.pdf

Thesis Supervisors:

Jia Li, Thesis Supervisor
Danfeng Zhang, Thesis Honors Advisor

Author:

Borochok, Anastasia

Title:

Modeling and Simulation of Renewable Energy Sources Using Machine Learning Techniques

Area of Honors:

Electrical Engineering

Keywords:

photovoltaic
machine learning
next generation reservoir computing
renewable energy
artificial intelligence
energy
reservoir computing
algorithms
python
coding

File:

Download Borochok_Anastasia_Thesis_Final.pdf

Thesis Supervisors:

Yan Li, Thesis Supervisor
Julio Urbina, Thesis Honors Advisor

Author:

Yu, Normen

Title:

FairLay-ML: Intuitive Remedies for Unfairness in Data-Driven Social-Critical Algorithms

Area of Honors:

Computer Science

Keywords:

machine learning
fairness in AI
human machine interface

File:

Download Thesis-final.pdf

Thesis Supervisors:

G. Gary Tan, Thesis Supervisor
Danfeng Zhang, Thesis Honors Advisor

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