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Paffenroth, Randy Clinton
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Advancing Neural Network Optimization and Design Through the Lens of Continuation Methods and Iterative Dynamical Systems
Keyword:
peft
,
homotopy
,
llm
,
continuation methods
,
deep learning
, and
iterative dynamical system
Creator:
Pathak, Harsh
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2024-08-02
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Oracle Embeddings for Chemical Data Generation
Keyword:
Generative Adversarial Network
,
Autoencoder
,
Mass Spectrometry
,
Neural Network
, and
Data Generation
Creator:
Dunham, Catherine
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2024-08-06
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Iterative Models for Machine Learning in the Physical Sciences
Keyword:
electromagnetics
,
iterative models
,
dynamical systems
,
neural network extrapolation
,
machine learning
, and
lunar lander
Creator:
Barger, Maria
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2024-08-06
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Machine Learning, Image Processing, and Transfer Learning for Handwritten Spreadsheet Digitization
Keyword:
Transfer Learning
,
Machine Learning
,
Optical Character Recognition
, and
Image Processing
Creator:
Norton, Cameron
,
Langevin, Christopher
,
Hall, Liam
,
Patel, Harsh
,
Haley, Matthew
, and
Trilling, Elliot
Advisor:
Paffenroth, Randy Clinton
and
Mangoubi, Oren Rami
Publisher:
Worcester Polytechnic Institute
Date Created:
2024-04-17
Resource Type:
Major Qualifying Project
Dynamical Systems Approaches for Deep Learning
Keyword:
Dynamical Systems
,
Deep Learning
,
Machine Learning
, and
Machine Learning Theory
Creator:
Kale, Neil
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2024-04-22
Resource Type:
Major Qualifying Project
Analyzing NFL Managerial Performance using Sports Data
Keyword:
Multiple linear regression
,
Sports analytics
,
Data analysis
,
Fixed effects regression
, and
Mixed effects regression
Creator:
Bettencourt, Evan
Advisor:
Paffenroth, Randy Clinton
and
Ching, Kenny
Publisher:
Worcester Polytechnic Institute
Date Created:
2024-04-25
Resource Type:
Major Qualifying Project
Content Card Analysis to Maximize User Engagement for DraftKings Sportsbook
Keyword:
DraftKings
,
Data Science
,
Parlay
,
Machine Learning
,
User Engagement
, and
Sports Betting
Creator:
Radcliffe, Owen
,
Bhagavathula, Nagavagmi
,
Schuman, Eric
,
Albuquerque, Abigail
, and
Lavoie, Kristin
Advisor:
Paffenroth, Randy Clinton
and
Brown, Donald R.
Publisher:
Worcester Polytechnic Institute
Date Created:
2024-03-21
Resource Type:
Major Qualifying Project
An Examination of Share Buyback Program Execution
Keyword:
Buyback
,
Machine Learning
,
Repurchase
,
Corporate Finance
,
LSTM
, and
RNN
Creator:
Chiocchio, Robert
Advisor:
Sturm, Stephan
,
Hansen, Peter H.
,
Blais, Marcel Y.
, and
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2024-03-21
Resource Type:
Major Qualifying Project
Exploring the Forward-Forward Algorithm
Keyword:
Layer-wise Learning
,
Forward-Forward Algorithm
,
Neural Network Training
,
Goodness Score Maximization
,
MNIST Dataset Classification
, and
Gradient Descent Alternatives
Creator:
Leonard, Jared
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-12-14
Resource Type:
Major Qualifying Project
Using Autoencoder Feature Residuals to Improve Network Intrusion Detection
Creator:
Lewandowski, Brian
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-08-02
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Computer Science
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Major Qualifying Projects
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1
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1
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Agheli Hajiabadi, Mohammad Mahdi
2
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2
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6
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3
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MITRE-Bedford, Massachusetts Project Center - MQP
1
Switzerland Project Center - MQP
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Zurich, Switzerland Project Center - MQP
4
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Architectural Engineering
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68
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UN SDG
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37
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16
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13
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https://creativecommons.org/licenses/by/4.0/
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https://creativecommons.org/licenses/by-nc/4.0/
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Provost's MQP Award
1
