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Filtering by: Unit (Department) Mathematical Sciences Remove constraint Unit (Department): Mathematical Sciences Keyword Deep Learning Remove constraint Keyword: Deep Learning Publisher Worcester Polytechnic Institute Remove constraint Publisher: Worcester Polytechnic Institute

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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
Robust Deep Learning Algorithms for System Identification

Keyword:

Ordinary Differential Equations, Deep Learning, Neural Network, Generalization Gap, System Identification, and Neural Network Regularization

Creator:

Negrini, Elisa

Advisor:

Capogna, Luca and Citti, Giovanna

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-04-23

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Mathematical Sciences
Optimal Ensembles for Deep Learning: Theory and Practice

Keyword:

Deep Learning, Theory, Diversity, Application, Ensemble Learning, and Training Algorithm

Creator:

Li, Wenjing

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2021-05-05

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Mathematical Sciences

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PhD Dissertations3

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Creator

Li, Wenjing1
Negrini, Elisa1
Witz, Evan1

Advisor

Capogna, Luca1
Citti, Giovanna1
Paffenroth, Randy Clinton2

Contributor

Bidigare, Patrick1
Brown, Donald R.1
Capogna, Luca1
Citti, Giovanna1
Karniadakis, George E.1
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Unit (Department)

Mathematical Sciences[remove]3

Publisher

Worcester Polytechnic Institute[remove]3

Resource type

Dissertation3

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