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Filtragem por: Unit (Department) Mathematical Sciences Palavra-chave Deep Learning

Mathematical Principles for Deconstructing Deep Learning: Theory and Application to Electromagnetic Signals

Palavra-chave:

Signal Processing, Activation Function, Electromagnetics, Neural Networks, Deep Learning, and Polynomial Activation

O Criador:

Witz, Evan

Advisor:

Paffenroth, Randy Clinton

Editor:

Worcester Polytechnic Institute

Data Criada:

2022-08-05

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Mathematical Sciences
Robust Deep Learning Algorithms for System Identification

Palavra-chave:

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

O Criador:

Negrini, Elisa

Advisor:

Capogna, Luca and Citti, Giovanna

Editor:

Worcester Polytechnic Institute

Data Criada:

2022-04-23

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Mathematical Sciences
Optimal Ensembles for Deep Learning: Theory and Practice

Palavra-chave:

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

O Criador:

Li, Wenjing

Advisor:

Paffenroth, Randy Clinton

Editor:

Worcester Polytechnic Institute

Data Criada:

2021-05-05

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Mathematical Sciences