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Paffenroth, Randy Clinton
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Dimension Reduction and LASSO using Pointwise and Group Norms
Keyword:
Dimension Reduction
,
LASSO
, and
Robust Sparse PCA
Creator:
Jutras, Melanie A
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-12-12
Resource Type:
Thesis
Degree:
MS
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
Anomaly Detection with Advanced Nonlinear Dimensionality Reduction
Keyword:
Anomaly Detection
,
Dimensionality Reduction
,
Manifold Learning
, and
Unsupervised Learning
Creator:
Beach, David J.
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2020-05-07
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
Kirchhoff Graphs
Keyword:
Kirchhoff graphs
,
matrices
,
vector graphs
, and
matroids
Creator:
Reese, Tyler Michael
Advisor:
Servatius, Brigitte
,
Paffenroth, Randy Clinton
, and
Fehribach, Joseph D.
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-03-22
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Mathematical Sciences
Kernel Coherence Encoders
Keyword:
Kernel methods
,
Autoencoders
,
KCCA
, and
CCA
Creator:
Sun, Fangzheng
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-04-23
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Large Scale Matrix Completion and Recommender Systems
Keyword:
low rank matrix
,
Principal Component Analysis
,
robust principal component analysis
,
matrix completion
,
recommender systems
, and
convex relaxation
Creator:
Amadeo, Lily
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2015-09-04
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Dimension Estimation and Application in Finance
Creator:
Bahadur, Nitish
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-12-03
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
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
Robust State Estimation and Deep Learning for Time Series Analysis
Keyword:
Domain Randomization
,
Deep Learning
,
Chemical Sensors
,
Interacting Multiple Model Kalman Filter
,
Autoencoder
, and
Kalman Filter
Creator:
Weiss, Matthew L.
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2020-08-12
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
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Major Qualifying Projects
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Albuquerque, Abigail
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Agheli Hajiabadi, Mohammad Mahdi
2
Blais, Marcel Y.
2
Brown, Donald R.
6
Ching, Kenny
2
Eltabakh, Mohamed Y.
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Bidigare, Patrick
1
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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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Computer Science
21
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5
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2
Data Science
20
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5
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Worcester Polytechnic Institute
62
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7
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Major Qualifying Project
34
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15
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11
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https://creativecommons.org/licenses/by-nc/4.0/
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Provost's MQP Award
1