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Filtering by: Advisor Rundensteiner, Elke A. Remove constraint Advisor: Rundensteiner, Elke A. Collections Masters Theses Remove constraint Collections: Masters Theses

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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
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
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
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
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
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
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
Shared Complex Event Trend Aggregation

Keyword:

multi-query optimization, incremental aggregation, event trend, and complex event processing

Creator:

Rozet, Allison M.

Advisor:

Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2020-05-07

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
Variational Open Set Recognition

Keyword:

Extreme Value Theory, Varriational Autoencoder, and Open Set Classification

Creator:

Buquicchio, Luke J.

Advisor:

Agu, Emmanuel O. and Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2020-05-08

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
Deep Learning Approach to Trespass Detection using Video Surveillance Data

Keyword:

survillance data, deep learning, computer vision, deep convolutional neural networks, trespassing detection, and background subtraction

Creator:

Bashir, Muzammil

Advisor:

Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2019-04-24

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Computer Science

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Masters Theses[remove]43

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Bashir, Muzammil1
Buquicchio, Luke J.1
DeOliveira, Joshua1
Deschler, Kurt W1
Dimitrova, Katica1
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Agu, Emmanuel O.2
Heineman, George T.1
Rundensteiner, Elke A.[remove]43
Ward, Matthew O.4
Zhang, Ziming1

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Agu, Emmanuel O.2
Harrison, Lane T.1
Heineman, George T.1
Kong, Xiangnan1
Liu, Xiaozhong2
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Unit (Department)

Computer Science31
Data Science12

Publisher

Worcester Polytechnic Institute43

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Resource type

Thesis43

License

https://creativecommons.org/licenses/by/4.0/1

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