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Filtering by: Unit (Department) Data Science Remove constraint Unit (Department): Data Science Collections PhD Dissertations Remove constraint Collections: PhD Dissertations

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

Keyword:

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

Creator:

Pathak, Harsh

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2024-08-02

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Iterative Models for Machine Learning in the Physical Sciences

Keyword:

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

Creator:

Barger, Maria

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2024-08-06

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Facilitating Scientific Material Discovery via Deep Learning on Small Image Datasets

Creator:

Yin, Biao

Advisor:

Zhang, Ziming and Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2024-04-22

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Harnessing Incomplete, Noisy, and Multi-level Labels for Classification and Annotation Tasks

Keyword:

Large Language Model, Multi-Level Label, Incomplete Label, Noisy Label, In-Context Learning, and Foodborne Illness Detection

Creator:

Zhang, Dongyu

Advisor:

Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2024-04-23

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Working With What You’ve Got: Leveraging Mislabeled Datasets And Improving Imperfect Pretrained Models

Keyword:

Data Science, Machine Learning, Pretrained Models, Generative Modeling, Deep Learning, and Bias

Creator:

Gerych, Walter

Advisor:

Rundensteiner, Elke A. and Agu, Emmanuel O.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-10-06

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Multi-modal Models for Depression Screening

Keyword:

Transfer learning, Sequential modeling for mental health screen, Multivariate time series, Deep learning, Multi-task learning, and Digital health

Creator:

Flores, Ricardo

Advisor:

Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-10-11

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Intelligent and Resilient Radio Resource Allocation for 5G and Beyond Wireless Communications

Keyword:

Deep Reinforcement Learning, Robust PCA, mmWave Communications, Graph Neural Networks, and Wireless Communications

Creator:

Ghasemi, Ahmad

Advisor:

Zekavat, Seyed A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-06-24

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Data Driven University Capacity Analysis via Mathematical Optimization

Keyword:

Multi Objective Optimization, Integer Optimization, and Academic Scheduling

Creator:

Aygul, Ozge

Advisor:

Trapp, Andrew C

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-06-29

Resource Type:

Dissertation

Degree:

MS

Unit (Department):

Data Science
Strategies and Structures for Biological Datasets Integration and Knowledge Discovery

Keyword:

Single-cell RNA Sequencing, Data Integration, CCA, Network Analysis, Biology, and Feature Engineering

Creator:

Teeple, Erin

Advisor:

Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-07-25

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
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

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PhD Dissertations[remove]40

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Current results range from 2019 to 2024

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Creator

Ahani, Narges1
Alajaji, Abdulaziz1
Aygul, Ozge1
Bahadur, Nitish1
Barger, Maria1
more Creators »

Advisor

Agu, Emmanuel O.2
Djamasbi, Soussan1
Eltabakh, Mohamed Y.2
Harrison, Lane T.1
Heffernan, Neil2
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Contributor

Agu, Emmanuel O.2
Alkhateeb, Ahmed1
Dixon-Gordon, Katherine1
Djamasbi, Soussan1
Eltabakh, Mohamed Y.3
more Contributors »

Unit (Department)

Data Science[remove]40

Publisher

Worcester Polytechnic Institute40

UN SDG

3 - Good Health and Well-being1
9 - Industry, Innovation and Infrastructure1
Not Specified1

Resource type

Dissertation40

License

https://creativecommons.org/licenses/by/4.0/4
https://creativecommons.org/licenses/by-nc/4.0/1

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