Index Catalog // Digital WPI

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Filtering by: Advisor Rundensteiner, Elke A.

1. 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

2. 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

3. 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

4. Agree to Disagree: Robust Anomaly Detection with Noisy Labels

Keyword:: Noisy Labels, Anomaly Detection, and Deep Learning
Creator:: Hofmann, Dennis
Advisor:: Rundensteiner, Elke A.
Publisher:: Worcester Polytechnic Institute
Date Created:: 2024-04-24
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Data Science

5. Stabilizing GANs Under Limited Resources via Dynamic Machine Ordering

Keyword:: Deep Learning, GAN, Optimization, and Gradient Descent-Ascent
Creator:: DeOliveira, Joshua
Advisor:: Rundensteiner, Elke A.
Publisher:: Worcester Polytechnic Institute
Date Created:: 2024-04-26
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Data Science

6. Predicting Students' Mental Health Using Fitbit Data

Keyword:: Mental Health, Depression, Anixety, Environmental Survey, and Fitbit
Creator:: Pins, Noah, Lusignan, Kyle, Escott, Allison, and Raisbeck, Olivia
Advisor:: Liu, Shichao, Mangoubi, Oren Rami, and Rundensteiner, Elke A.
Publisher:: Worcester Polytechnic Institute
Date Created:: 2024-04-25
Resource Type:: Major Qualifying Project

7. AutoOD 2.0: Elevating User Experience and Multi-User Functionality

Keyword:: Web Development, User Experience, and Outlier Detection
Creator:: Yi, James, Das, Ishayu, Andrews, Talia, and Sharich, Tristan
Advisor:: Rundensteiner, Elke A.
Publisher:: Worcester Polytechnic Institute
Date Created:: 2024-03-19
Resource Type:: Major Qualifying Project

8. Designing an Interactive Interface for FACET: Personalized Explanations in XAI

Keyword:: XAI
Creator:: Dion, Katharine, Pietrick, Alexander, Reiss, Jacob, Huang, Randy, and Genin, Belisha
Advisor:: Rundensteiner, Elke A.
Publisher:: Worcester Polytechnic Institute
Date Created:: 2024-03-21
Resource Type:: Major Qualifying Project

9. 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

10. 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

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