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Paffenroth, Randy C.
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Parameter Continuation with Secant Approximation for Deep Neural Networks
Keyword:
non-convex
,
homotopy
,
Deep Learning
,
parameter continuation
,
Optimization
, and
secant
Creator:
Pathak, Harsh N.
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-12-05
Resource Type:
Thesis
Degree:
MS
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
Analytics for Refugee Resettlement
Keyword:
Refugees
,
Integer Programming
,
Decision Support Systems
,
Humanitarian
,
Machin Learning
, and
Operation Research
Creator:
Ahani, Narges
Advisor:
Trapp, Andrew C
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-05-06
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
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
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
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
Compressed Sensing via Partial L1 Minimization
Keyword:
partial L1 minimization
,
the augmented Lagrangian method
,
L0 minimization
,
truncated L1 minimization
,
compressed sensing
, and
L1 minimization
Creator:
Zhong, Lu
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2017-04-27
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Maximum Likelihood Identification of an Information Matrix Under Constraints in a Corresponding Graphical Model
Keyword:
Closed Form Solutions
,
Convex Optimization
,
Graphical Models
, and
Information Matrix
Creator:
Li, Nan
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2017-01-22
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Mathematical Sciences
Robust Auto-encoders
Keyword:
Auto-encoder
,
Deep Learning
, and
Robust Auto-encoder
Creator:
Zhou, Chong
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2016-04-27
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
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