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Filtrage par: Advisor Paffenroth, Randy Clinton Supprimer la restriction Advisor: Paffenroth, Randy Clinton Collections PhD Dissertations Supprimer la restriction Collections: PhD Dissertations

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Advancing Neural Network Optimization and Design Through the Lens of Continuation Methods and Iterative Dynamical Systems

Mot-clé:

peft, homotopy, llm, continuation methods, deep learning, and iterative dynamical system

Créateur:

Pathak, Harsh

Advisor:

Paffenroth, Randy Clinton

Éditeur:

Worcester Polytechnic Institute

date créée:

2024-08-02

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Iterative Models for Machine Learning in the Physical Sciences

Mot-clé:

electromagnetics, iterative models, dynamical systems, neural network extrapolation, machine learning, and lunar lander

Créateur:

Barger, Maria

Advisor:

Paffenroth, Randy Clinton

Éditeur:

Worcester Polytechnic Institute

date créée:

2024-08-06

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Using Autoencoder Feature Residuals to Improve Network Intrusion Detection

Créateur:

Lewandowski, Brian

Advisor:

Paffenroth, Randy Clinton

Éditeur:

Worcester Polytechnic Institute

date créée:

2023-08-02

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Computer Science
Bespoke Neural Network Architectures for Rapid Multivariate Time Series Classification and Representation

Mot-clé:

Deep Learning, Representation Learning, Transfer Learning, and Chemical Sensing

Créateur:

Moore, Alexander

Advisor:

Mangoubi, Oren Rami, Eltabakh, Mohamed Y., and Paffenroth, Randy Clinton

Éditeur:

Worcester Polytechnic Institute

date créée:

2023-08-08

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

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

Mot-clé:

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

Créateur:

Witz, Evan

Advisor:

Paffenroth, Randy Clinton

Éditeur:

Worcester Polytechnic Institute

date créée:

2022-08-05

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Mathematical Sciences
Ensemble CNNs in Transform Domains for Small Data Image Super-resolution

Mot-clé:

sparse domain, image super-resolution, ensemble, and neural network

Créateur:

Liu, Yingnan

Advisor:

Paffenroth, Randy Clinton

Éditeur:

Worcester Polytechnic Institute

date créée:

2022-08-08

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Robust Generative Models for Deep Learning and Applications

Créateur:

Karkare, Rasika

Advisor:

Paffenroth, Randy Clinton

Éditeur:

Worcester Polytechnic Institute

date créée:

2022-08-16

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Dimension Estimation and Application in Finance

Créateur:

Bahadur, Nitish

Advisor:

Paffenroth, Randy Clinton

Éditeur:

Worcester Polytechnic Institute

date créée:

2021-12-03

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Optimal Ensembles for Deep Learning: Theory and Practice

Mot-clé:

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

Créateur:

Li, Wenjing

Advisor:

Paffenroth, Randy Clinton

Éditeur:

Worcester Polytechnic Institute

date créée:

2021-05-05

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Mathematical Sciences
Patterns Detection on Multivariate High-Frequency Time Series

Mot-clé:

time series, graphical model, kernel method, biclustering, anomaly detection, and mutual information

Créateur:

Liu, Haitao

Advisor:

Paffenroth, Randy Clinton and Zou, Jian

Éditeur:

Worcester Polytechnic Institute

date créée:

2020-08-09

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science

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Collections

PhD Dissertations[remove]13

Year

Year range begin – Year range end

Current results range from 2018 to 2024

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Créateur

Bahadur, Nitish1
Barger, Maria1
Karkare, Rasika1
Lewandowski, Brian1
Li, Wenjing1
plus Créateurs »

Advisor

Eltabakh, Mohamed Y.1
Fehribach, Joseph D.1
Mangoubi, Oren Rami1
Paffenroth, Randy Clinton[remove]13
Servatius, Brigitte1
plus Advisors »

Contributor

Bidigare, Patrick1
Brown, Donald R.1
Chaiken, Seth1
Eltabakh, Mohamed Y.2
Fehribach, Joseph D.1
plus Contributors »

Unit (Department)

Computer Science1
Data Science9
Mathematical Sciences3

Éditeur

Worcester Polytechnic Institute13

UN SDG

9 - Industry, Innovation and Infrastructure1

Type de ressource

Dissertation13

License

https://creativecommons.org/licenses/by/4.0/1

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