Index Catalog // Digital WPI

Start Over

Filtering by: Orcid https://orcid.org/0000-0003-3139-2804 Contributor Rundensteiner, Elke A. Collections Masters Theses

1. FACET: Counterfactual Explanation Analytics

Keyword:: Ethical AI, Counterfactual Explanation, Interpretable Machine Learning, Tree Ensembles, Random Forest, and Explainable AI
Creator:: VanNostrand, Peter
Advisor:: Rundensteiner, Elke A.
Publisher:: Worcester Polytechnic Institute
Date Created:: 2022-12-16
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Data Science

2. Speech-based Traumatic Brain Injury (TBI) Assessment using Deep Learning Methods with Limited Labeled Data

Creator:: Ditthapron, Apiwat
Advisor:: Lammert, Adam and Agu, Emmanuel O.
Publisher:: Worcester Polytechnic Institute
Date Created:: 2021-04-30
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Computer Science

3. 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

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. An Empirical Study of Domain Adaptation: Are We Really Learning Transferable Representations?

Keyword:: Domain Adaptation and Transfer Learning
Creator:: Josselyn, Nicholas
Advisor:: Zhang, Ziming and Rundensteiner, Elke A.
Publisher:: Worcester Polytechnic Institute
Date Created:: 2022-10-10
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Data Science

7. Utilizing Unimodal and Multimodal Deep Transfer Learning to Classify Mobile Speech Recordings with Mental Health Labels

Keyword:: natural language processing, audio classification, transfer learning, mobile health, anxiety screening, and depression screening
Creator:: Hernandez-Reisch, Miranda
Advisor:: Rundensteiner, Elke A.
Publisher:: Worcester Polytechnic Institute
Date Created:: 2022-04-27
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Data Science

8. A Comparative Study of Multiple-Instance Regression Techniques With Data Augmentation for Cold Spray Powder Hall Flow Rate Prediction

Keyword:: Cold Spray, Multiple-Instance Learning, Additive Manufacturing, Machine Learning, Data Augmentation, and Multiple-Instance Regression
Creator:: Schuliger, Ashley
Advisor:: Cote, Danielle and Neamtu, Rodica
Publisher:: Worcester Polytechnic Institute
Date Created:: 2022-04-28
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Data Science

9. Deep Learning Anomaly Detection methods to passively detect COVID-19 from Audio

Keyword:: Convolutional Autoencoders, Variational Autoencoders, Smartphone audio sensing, COVID detection , Deep anomaly detection, and Contrastive learning
Creator:: Murthy, Shreesha Narasimha
Advisor:: Agu, Emmanuel O.
Publisher:: Worcester Polytechnic Institute
Date Created:: 2021-05-10
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Data Science

10. SIFT: A Deep Network for Irregularly-Sampled Multivariate Time Series

Keyword:: deep learning and time series
Creator:: Perucic, Aleksa
Advisor:: Rundensteiner, Elke A.
Publisher:: Worcester Polytechnic Institute
Date Created:: 2020-12-11
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Computer Science