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Filtering by: Contributor Mangoubi, Oren Rami Remove constraint Contributor: Mangoubi, Oren Rami Resource type Dissertation Remove constraint Resource type: Dissertation

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

Keyword:

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

Creator:

Moore, Alexander

Advisor:

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

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-08-08

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Human Behavior Analysis via Generative Adversarial Imitation Learning

Creator:

Zhang, Xin

Advisor:

Li, Yanhua

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-04-27

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Towards an End-to-End Training Data Management System for Machine Learning Models

Keyword:

machine learning, anomaly detection, active learning, big data manangement, human-in-the-loop, and semi-supervised learning

Creator:

Zhang, Huayi

Advisor:

Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-01-18

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
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
Complex Sequential Modeling

Keyword:

recurrent neural network, human behavior learning, and sequential modeling

Creator:

Wu, Guojun

Advisor:

Li, Yanhua and Zhang, Ziming

Publisher:

Worcester Polytechnic Institute

Date Created:

2021-11-29

Resource Type:

Dissertation

Degree:

PhD
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 Dissertations7

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Creator

Li, Wenjing1
Moore, Alexander1
Negrini, Elisa1
Witz, Evan1
Wu, Guojun1
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Advisor

Capogna, Luca1
Citti, Giovanna1
Eltabakh, Mohamed Y.1
Li, Yanhua2
Mangoubi, Oren Rami1
more Advisors »

Contributor

Bidigare, Patrick1
Brown, Donald R.1
Capogna, Luca1
Citti, Giovanna1
Eltabakh, Mohamed Y.1
more Contributors »

Unit (Department)

Data Science3
Mathematical Sciences3

Publisher

Worcester Polytechnic Institute7

Resource type

Dissertation[remove]7

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