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Filtering by: Advisor Paffenroth, Randy Clinton Contributor Paffenroth, Randy Clinton Year 2022

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
Multi-modal Deep Learning

Keyword:

multi-modal and deep learning

Creator:

Liu, Si

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-04-26

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science