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Paffenroth, Randy Clinton
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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
Bespoke Neural Network Architectures for Rapid Multivariate Time Series Classification and Representation
Keyword:
Deep Learning
,
Representation Learning
,
Transfer Learning
, and
Chemical Sensing
Creator:
Moore, Alexander
Advisor:
Mangoubi, Oren Rami
,
Eltabakh, Mohamed Y.
, and
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-08-08
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Exploring Neural Network Structure through Iterative Neural Networks: Connections to Dynamical Systems
Keyword:
Iterative
,
Neural Network
,
Recurrent Neural Network
,
Machine Learning
,
Sparse
, and
Sparsity
Creator:
Hershey, Quincy
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-20
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Mathematical Principles for Deconstructing Deep Learning: Theory and Application to Electromagnetic Signals
Keyword:
Signal Processing
,
Activation Function
,
Electromagnetics
,
Neural Networks
,
Deep Learning
, and
Polynomial Activation
Creator:
Witz, Evan
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-05
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Mathematical Sciences
A Detailed Accounting of Error in Neural Networks: Applications to Electromagnetics
Keyword:
error analysis
,
electromagnetic signal processing
,
machine learning
,
kalman filter
,
source localization
, and
maximum likelihood estimator (MLE)
Creator:
Barger, Maria
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-08
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Ensemble CNNs in Transform Domains for Small Data Image Super-resolution
Keyword:
sparse domain
,
image super-resolution
,
ensemble
, and
neural network
Creator:
Liu, Yingnan
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-08
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Robust Generative Models for Deep Learning and Applications
Creator:
Karkare, Rasika
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-16
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Simulations and ML for parachute guidance
Keyword:
Python
,
Simulator
,
Neural Networks
,
Machine Learning
,
Vision-Based Navigation
, and
Digital Image Processing
Creator:
Malabanti, Grace
,
Spitaels, Juliette
, and
Scheufele, Joseph
Advisor:
Paffenroth, Randy Clinton
and
Mangoubi, Oren Rami
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-27
Resource Type:
Major Qualifying Project
DraftKings Baseball Data Analytics
Keyword:
Data Analytics
,
Baseball
,
DraftKings
,
Machine Learning
, and
Live Propositional Bets
Creator:
Pandit, Kaustubh Vivek
,
Yan, River
, and
Ardhaldjian, Ardavasd
Advisor:
Brown, Donald R.
and
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-27
Resource Type:
Major Qualifying Project
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5
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2
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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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60
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https://creativecommons.org/licenses/by-nc/4.0/
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https://creativecommons.org/licenses/by/4.0/
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Provost's MQP Award
1