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1. SOCCER ANALYTICS: AN EXAMINATION OF CURRENT APPROACHES FOR GAME OUTCOME PREDICTION AND THE POTENTIAL OF DEEP LEARNING WITH ARTIFICIAL NEURAL NETWORKS

open_access
Open Access
Author:
Gomez Lorente, Juan
Title:
SOCCER ANALYTICS: AN EXAMINATION OF CURRENT APPROACHES FOR GAME OUTCOME PREDICTION AND THE POTENTIAL OF DEEP LEARNING WITH ARTIFICIAL NEURAL NETWORKS
Area of Honors:
Industrial Engineering
Keywords:
Machine Learning
Deep Learning
Neural Networks
Artificial Neural Networks
Poisson Regression
Soccer
Sports Analytics
Betting
Predictive Modelling
Moneyball Analytics
SoftMax Classifier
Regression
effects encoding
feed-forward networks
backpropagation
gradient descent
resilient backpropagation
Newton's Method
Taylor Series expansion
Manhattan Rule
Broyden–Fletcher–Goldfarb–Shanno algorithm
BFGS
Quasi-Newton Methods
File:
Download Juan_GomezLorente.pdf
Thesis Supervisors:
Hui Yang, Thesis Supervisor
Dr. Catherine Mary Harmonosky, Thesis Honors Advisor

2. Assessing the Viability of NBA Betting as a Financial Asset Class Using Predictive Modeling

open_access
Open Access
Author:
Scalise, Anthony
Title:
Assessing the Viability of NBA Betting as a Financial Asset Class Using Predictive Modeling
Area of Honors:
Finance
Keywords:
Investing
Gambling
Predictive Modeling
NBA
Betting
Sharpe Ratio
Behavioral
Technical
Fundamental
Asset Class
Portfolio
Market
Behavioral Finance
Stock Market
Bias
Liquidity
Noise
Inefficiencies
File:
Download ASSESSING_THE_VIABILITY_OF_NBA_BETTING_AS_A_FINANCIAL_ASSET_CLASS_USING_PREDICTIVE_MODELING_-_ANTHONY_SCALISE.pdf
Thesis Supervisors:
Christoph Hinkelmann, Thesis Supervisor
Brian Spangler Davis, Thesis Honors Advisor

4. Beating Vegas By Predicting The 2022 NCAA Mens Division I College Basketball Tournament Using Neural Networks

restricted_to_institution
Restricted (Penn State Only)
Author:
Bixler, Brian
Title:
Beating Vegas By Predicting The 2022 NCAA Mens Division I College Basketball Tournament Using Neural Networks
Area of Honors:
Mathematics
Keywords:
Sportsbetting
Sports
Betting
Deep Neural Network
DNN
NCAA
College
Basketball
Algorithm
Python
File:
Login to Download
Thesis Supervisors:
Jessica Maral Conway, Thesis Supervisor
Ludmil Tomov Zikatanov, Thesis Honors Advisor