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Paffenroth, Randy Clinton
Entfernen Zwang Committee: Paffenroth, Randy Clinton
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Robust Generative Models for Deep Learning and Applications
Schöpfer:
Karkare, Rasika
Advisor:
Paffenroth, Randy Clinton
Herausgeber:
Worcester Polytechnic Institute
Datum erstellt:
2022-08-16
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Anomaly Detection with Advanced Nonlinear Dimensionality Reduction
Stichwort:
Anomaly Detection
,
Dimensionality Reduction
,
Manifold Learning
, and
Unsupervised Learning
Schöpfer:
Beach, David J.
Advisor:
Paffenroth, Randy Clinton
Herausgeber:
Worcester Polytechnic Institute
Datum erstellt:
2020-05-07
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Dimension Reduction and LASSO using Pointwise and Group Norms
Stichwort:
Dimension Reduction
,
LASSO
, and
Robust Sparse PCA
Schöpfer:
Jutras, Melanie A
Advisor:
Paffenroth, Randy Clinton
Herausgeber:
Worcester Polytechnic Institute
Datum erstellt:
2018-12-12
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Parameter Continuation with Secant Approximation for Deep Neural Networks
Stichwort:
non-convex
,
homotopy
,
Deep Learning
,
parameter continuation
,
Optimization
, and
secant
Schöpfer:
Pathak, Harsh N.
Advisor:
Paffenroth, Randy Clinton
Herausgeber:
Worcester Polytechnic Institute
Datum erstellt:
2018-12-05
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Kernel Coherence Encoders
Stichwort:
Kernel methods
,
Autoencoders
,
KCCA
, and
CCA
Schöpfer:
Sun, Fangzheng
Advisor:
Paffenroth, Randy Clinton
Herausgeber:
Worcester Polytechnic Institute
Datum erstellt:
2018-04-23
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Compressed Sensing via Partial L1 Minimization
Stichwort:
partial L1 minimization
,
the augmented Lagrangian method
,
L0 minimization
,
truncated L1 minimization
,
compressed sensing
, and
L1 minimization
Schöpfer:
Zhong, Lu
Advisor:
Paffenroth, Randy Clinton
Herausgeber:
Worcester Polytechnic Institute
Datum erstellt:
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
Stichwort:
Closed Form Solutions
,
Convex Optimization
,
Graphical Models
, and
Information Matrix
Schöpfer:
Li, Nan
Advisor:
Paffenroth, Randy Clinton
Herausgeber:
Worcester Polytechnic Institute
Datum erstellt:
2017-01-22
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Mathematical Sciences
Robust Auto-encoders
Stichwort:
Auto-encoder
,
Deep Learning
, and
Robust Auto-encoder
Schöpfer:
Zhou, Chong
Advisor:
Paffenroth, Randy Clinton
Herausgeber:
Worcester Polytechnic Institute
Datum erstellt:
2016-04-27
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Analysis and Prediction of Community Structure Using Unsupervised Learning
Stichwort:
eRPCA
,
Community Prediction
,
Low Rank
, and
Sparse Matrix
Schöpfer:
Biradar, Rakesh
Advisor:
Paffenroth, Randy Clinton
Herausgeber:
Worcester Polytechnic Institute
Datum erstellt:
2016-01-26
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Large Scale Matrix Completion and Recommender Systems
Stichwort:
low rank matrix
,
Principal Component Analysis
,
robust principal component analysis
,
matrix completion
,
recommender systems
, and
convex relaxation
Schöpfer:
Amadeo, Lily
Advisor:
Paffenroth, Randy Clinton
Herausgeber:
Worcester Polytechnic Institute
Datum erstellt:
2015-09-04
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
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Worcester Polytechnic Institute
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