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Author:

Stevenson, Nolan

Title:

The Viability of Machine Learning in the Stock Market

Area of Honors:

Computer Science (Behrend)

Keywords:

Machine Learning
Neural Network
Stock Prediction
Paper Trading

File:

Download The_Viability_of_Machine_Learning_in_the_Stock_Market.pdf

Thesis Supervisors:

Jonathan Liaw, Thesis Supervisor
Wen-Li Wang, Thesis Honors Advisor

Author:

Pevner, Joseph

Title:

Linear Regression, Mixture Modeling, and Gradient Boosting to Predict Box Office Revenue: Leveraging Machine Learning in Volatile Industries

Area of Honors:

Finance

Keywords:

Machine Learning
Finance
Film

File:

Download JosephPevnerThesis.pdf

Thesis Supervisors:

Lingzhou Xue, Thesis Supervisor
Brian Spangler Davis, Thesis Honors Advisor

Author:

Mitrik, Andre

Title:

Optimized Machine Learning via Brain-Inspired Neuromorphic Algorithms

Area of Honors:

Computer Engineering

Keywords:

Machine Learning
Spiking Neural Networks
Backpropagation
Principal Component Analysis
Neural Networks

File:

Download Andre_Mitrik_Thesis.pdf

Thesis Supervisors:

Abhronil Sengupta, Thesis Supervisor
John Morgan Sampson, Thesis Honors Advisor

Author:

Rodriguez, Alina

Title:

Fairness in Artificial Intelligence Algorithms

Area of Honors:

Information Sciences and Technology

Keywords:

Artificial Intelligence
Machine Learning
Fairness
Ensemble Learning
Equality
Equity
Bias
Technology

File:

Download Fairness_In_AI_Thesis_Final.pdf

Thesis Supervisors:

Abdullah Konak, Thesis Supervisor
Jeanne Marie Rose, Thesis Honors Advisor

Author:

Sell, Parker

Title:

Task Graph Based Mistake Detection in Instructional Videos

Area of Honors:

Computer Science

Keywords:

Mistake Recognition
Machine Learning
Instructional Videos
Assembly Videos
Task Graph
Visual Recognition Network

File:

Download ParkerSellThesis.pdf

Thesis Supervisors:

Huijuan Xu, Thesis Supervisor
John Joseph Hannan, Thesis Honors Advisor

Author:

Swope, Jason

Title:

Adaptive Partial Training for Model-Heterogeneous Federated Learning

Area of Honors:

Computer Science

Keywords:

Machine Learning
Distributed Machine Learning
Federated Learning
Model-Heterogeneous Federated Learning
Partial Training
Model Hetegeneity
Data Heterogeneity

File:

Download Swope_Jason_Adaptive_Partial_Training_for_Model-Heterogeneous_Federated_Learning.pdf

Thesis Supervisors:

Mehrdad Mahdavi, Thesis Supervisor
Mohamed Khaled Almekkawy, Thesis Honors Advisor

Author:

Himes, Ryan

Title:

Leveraging Graph Neural Networks for Efficient Word Representations

Area of Honors:

Computer Science

Keywords:

Graph Neural Networks
NLP
Machine Learning
Word Embeddings
Text Classification

File:

Download Leveraging_Graph_Neural_Networks_for_Efficient_Word_Representations.pdf

Thesis Supervisors:

Truong Xuan Tran, Thesis Supervisor
Ting He, Thesis Honors Advisor

Author:

Frishman, Jacob

Title:

Creating a Solver for Nonlinear Differential Equations Using Unsupervised Neural Networks

Area of Honors:

Mathematics

Keywords:

Differential Equations
DNNs
Deep Neural Networks
Machine Learning
ODEs
Neural Networks

File:

Download Frishman_Jacob_Honors_Thesis.pdf

Thesis Supervisors:

Leonid V Berlyand, Thesis Supervisor
Sergei Tabachnikov, Thesis Honors Advisor

Author:

Tartaglia, Anna

Title:

Detecting Type II-P Supernova Precursor Emission via Machine Learning

Area of Honors:

Astronomy and Astrophysics

Keywords:

Transient Astronomy
Supernovae
Machine Learning

File:

Download anna_tartaglia_thesis.pdf

Thesis Supervisors:

Donald P Schneider, Thesis Supervisor
Cindy Yuexing Gulis, Thesis Honors Advisor

Author:

Zerbe, Malcolm

Title:

Projecting MLB Pitcher Performance with Pitch Grades

Area of Honors:

Statistics

Keywords:

Baseball
MLB
Machine Learning

File:

Download honors_thesis_mtz3.pdf

Thesis Supervisors:

Matt Slifko, Thesis Supervisor
Andrew John Wiesner, Thesis Honors Advisor