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Filtering by: Unit (Department) Data Science

1. 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

2. 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

3. 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

4. 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

5. 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

6. 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

7. 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

8. 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

9. 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

10. 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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