Index Catalog // Hyrax

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Filtern nach: Advisor Rundensteiner, Elke A. Collections Masters Theses

1. Multi-Task Learning to Screen for Major Depressive Disorder and Post-Traumatic Stress Disorder

Stichwort:: multi-task learning, sequential modeling, multivariate time series, self-attention, and digital health
Schöpfer:: Shrestha, Avantika
Advisor:: Rundensteiner, Elke A.
Herausgeber:: Worcester Polytechnic Institute
Datum erstellt:: 2024-03-22
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Data Science

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

Stichwort:: Noisy Labels, Anomaly Detection, and Deep Learning
Schöpfer:: Hofmann, Dennis
Advisor:: Rundensteiner, Elke A.
Herausgeber:: Worcester Polytechnic Institute
Datum erstellt:: 2024-04-24
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Data Science

3. Stabilizing GANs Under Limited Resources via Dynamic Machine Ordering

Stichwort:: Deep Learning, GAN, Optimization, and Gradient Descent-Ascent
Schöpfer:: DeOliveira, Joshua
Advisor:: Rundensteiner, Elke A.
Herausgeber:: Worcester Polytechnic Institute
Datum erstellt:: 2024-04-26
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Data Science

4. FACET: Counterfactual Explanation Analytics

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

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

Stichwort:: Domain Adaptation and Transfer Learning
Schöpfer:: Josselyn, Nicholas
Advisor:: Zhang, Ziming and Rundensteiner, Elke A.
Herausgeber:: Worcester Polytechnic Institute
Datum erstellt:: 2022-10-10
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Data Science

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

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

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

Stichwort:: deep learning and time series
Schöpfer:: Perucic, Aleksa
Advisor:: Rundensteiner, Elke A.
Herausgeber:: Worcester Polytechnic Institute
Datum erstellt:: 2020-12-11
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Computer Science

8. Shared Complex Event Trend Aggregation

Stichwort:: multi-query optimization, incremental aggregation, event trend, and complex event processing
Schöpfer:: Rozet, Allison M.
Advisor:: Rundensteiner, Elke A.
Herausgeber:: Worcester Polytechnic Institute
Datum erstellt:: 2020-05-07
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Data Science

9. Variational Open Set Recognition

Stichwort:: Extreme Value Theory, Varriational Autoencoder, and Open Set Classification
Schöpfer:: Buquicchio, Luke J.
Advisor:: Agu, Emmanuel O. and Rundensteiner, Elke A.
Herausgeber:: Worcester Polytechnic Institute
Datum erstellt:: 2020-05-08
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Data Science

10. Deep Learning Approach to Trespass Detection using Video Surveillance Data

Stichwort:: survillance data, deep learning, computer vision, deep convolutional neural networks, trespassing detection, and background subtraction
Schöpfer:: Bashir, Muzammil
Advisor:: Rundensteiner, Elke A.
Herausgeber:: Worcester Polytechnic Institute
Datum erstellt:: 2019-04-24
Resource Type:: Thesis
Degree:: MS
Unit (Department):: Computer Science