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Author:

Polim, Rico

Title:

Real-Time Supply Chain Analytics - Shipment Duration Prediction

Area of Honors:

Industrial Engineering

Keywords:

Logistics
Data Analytics
Machine Learning

File:

Download Thesis-Rico-Nov9_Schreyerv2.pdf

Thesis Supervisors:

Dr. Soundar Rajan Tirupatikumara, Thesis Supervisor
Dr. Catherine Mary Harmonosky, Thesis Honors Advisor

Author:

Soepranoto, Preston Adrian

Title:

MOVIE ANALYTICS – PREDICTIVE MODELING FOR MOVIE SUCCESS

Area of Honors:

Industrial Engineering

Keywords:

Movie
Data Analytics
Predictive Modeling
Data Science
Big Data
Machine Learning

File:

Download SchreyerHonorsThesis_Preston_Soepranoto.pdf

Thesis Supervisors:

Dr. Soundar Rajan Tirupatikumara, Thesis Supervisor
Dr. Catherine Mary Harmonosky, Thesis Honors Advisor

Author:

Fei, Cai

Title:

MODIFIED STOCHASTIC VARIANCE REDUCTION GRADIENT DESCENT ALGORITHM AND ITS APPLICATION

Area of Honors:

Industrial Engineering

Keywords:

Machine Learning
Gradient Descent
Mathematical Optimization
Stochastic Gradient Descent

File:

Download Fei__Cai__Honors_Thesis_Final.pdf

Thesis Supervisors:

Tao Yao, Thesis Supervisor
Dr. Catherine Mary Harmonosky, Thesis Honors Advisor

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