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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
Oracle Embeddings for Chemical Data Generation

Keyword:

Generative Adversarial Network, Autoencoder, Mass Spectrometry, Neural Network, and Data Generation

Creator:

Dunham, Catherine

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2024-08-06

Resource Type:

Thesis

Degree:

MS

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
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
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
Using Autoencoder Feature Residuals to Improve Network Intrusion Detection

Creator:

Lewandowski, Brian

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-08-02

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Computer 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
Exploring Neural Network Structure through Iterative Neural Networks: Connections to Dynamical Systems

Keyword:

Iterative, Neural Network, Recurrent Neural Network, Machine Learning, Sparse, and Sparsity

Creator:

Hershey, Quincy

Advisor:

Paffenroth, Randy Clinton

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-04-20

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
Assessing Individual Differences In Graphical Perception

Creator:

Davis, Russell

Advisor:

Harrison, Lane T.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-04-25

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
Passive Brain-Computer Interfaces for Non-Medical Applications

Keyword:

brain-computer interface, education data mining, and non-invasive neuorimaging

Creator:

Howell-Munson, Alicia

Advisor:

Solovey, Erin

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-04-27

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Bioinformatics & Computational Biology

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Ahani, Narges1
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Thesis21
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