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Filtering by: Advisor Rundensteiner, Elke A. Remove constraint Advisor: Rundensteiner, Elke A. Unit (Department) Data Science Remove constraint Unit (Department): Data Science

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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
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
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
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
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
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
Strategies and Structures for Biological Datasets Integration and Knowledge Discovery

Keyword:

Single-cell RNA Sequencing, Data Integration, CCA, Network Analysis, Biology, and Feature Engineering

Creator:

Teeple, Erin

Advisor:

Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-07-25

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Knowledge Amalgamation from Heterogeneous Pre-Trained Models

Keyword:

Pre-Trained Models, Deep Learning, and Knowledge Amalgamation

Creator:

Thadajarassiri, Jidapa

Advisor:

Kong, Xiangnan and Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-04-18

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Robust Representation Learning for Context Recognition on Weakly-supervised Mobile Sensed Data with Covariate-shifts

Keyword:

Human context recognition, Ubiquitous computing, Domain adaptation, and Adversarial machine learning

Creator:

Alajaji, Abdulaziz

Advisor:

Agu, Emmanuel O. and Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-04-26

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science

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PhD Dissertations15
Masters Theses12
Masters Reports1

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Creator

Alajaji, Abdulaziz1
Buquicchio, Luke J.1
Cachel, Kathleen1
DeOliveira, Joshua1
Flores, Ricardo1
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Advisor

Agu, Emmanuel O.4
Eltabakh, Mohamed Y.1
Harrison, Lane T.1
Kong, Xiangnan1
Rundensteiner, Elke A.[remove]28
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Contributor

Agu, Emmanuel O.4
Dixon-Gordon, Katherine1
Eltabakh, Mohamed Y.1
Hall, Marni1
Harrison, Lane T.3
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Unit (Department)

Data Science[remove]28

Publisher

Worcester Polytechnic Institute28

UN SDG

3 - Good Health and Well-being1
Not Specified1

Resource type

Dissertation15
Thesis12
Report1

License

https://creativecommons.org/licenses/by/4.0/3

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