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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
FSL-LFMG: Few-shot Learning with Augmented Latent Features and Multitasking Generation for Enhancing Multiclass Classification on Tabular Data: Existing and New Concepts

Keyword:

Deep Learning, Machine Learning, Autoencoders, New Concept Learning, Multiclass Classification, and Few-shot Learning

Creator:

Nur, Aviv

Advisor:

Bardeli, Rolf and Ngan, Chun-Kit

Publisher:

Worcester Polytechnic Institute

Date Created:

2024-08-09

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
Multi-Task Learning to Screen for Major Depressive Disorder and Post-Traumatic Stress Disorder

Keyword:

multi-task learning, sequential modeling, multivariate time series, self-attention, and digital health

Creator:

Shrestha, Avantika

Advisor:

Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2024-03-22

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
Multi-View Contrastive Learning for Sequential Recommendation

Keyword:

collaborative learning and Sequential recommendation

Creator:

Zhou, Xiaofan

Advisor:

Lee, Kyumin

Publisher:

Worcester Polytechnic Institute

Date Created:

2024-03-26

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
LOOL: Flexible & Robust Estimator of Heterogeneous Treatment Effects

Keyword:

heterogenous treatment effect, machine learning, potential outcomes, and causal inference

Creator:

Pham, Duy

Advisor:

Sales, Adam

Publisher:

Worcester Polytechnic Institute

Date Created:

2024-04-02

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
The Findings and Developed Tools from the Exploration of Procedural Pathways to Bolster Algebraic Knowledge

Keyword:

network analysis, gamification, exploratory play, graph theory, dashboard, and data visualization

Creator:

Pradhan, Siddhartha

Advisor:

Ottmar, Erin R.

Publisher:

Worcester Polytechnic Institute

Date Created:

2024-04-08

Resource Type:

Thesis

Degree:

MS

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

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Masters Theses54
PhD Dissertations40
Masters Reports1

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Creator

Ahani, Narges1
Alajaji, Abdulaziz1
Amadeo, Lily1
Aygul, Ozge1
Bahadur, Nitish1
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Advisor

Agu, Emmanuel O.6
Bardeli, Rolf1
Cote, Danielle1
Djamasbi, Soussan1
Eltabakh, Mohamed Y.3
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Agu, Emmanuel O.6
Alkhateeb, Ahmed1
Bardeli, Rolf1
Cote, Danielle1
Dixon-Gordon, Katherine1
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Unit (Department)

Data Science[remove]95

Publisher

Worcester Polytechnic Institute95

UN SDG

3 - Good Health and Well-being1
4 - Quality Education1
9 - Industry, Innovation and Infrastructure2
10 - Reducing Inequality1
11 - Sustainable Cities and Communities1
12 - Responsible Consumption and Production1
13 - Climate Action1
14 - Life Below Water1
15 - Life On Land1
16 - Peace, Justice, and Strong Institutions1
17 - Partnerships for the Goals1
Not Specified5

Resource type

Thesis54
Dissertation40
Report1

License

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