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Filtering by: Advisor Rundensteiner, Elke A. Remove constraint Advisor: Rundensteiner, Elke A. Collections PhD Dissertations Remove constraint Collections: PhD Dissertations

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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
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
Towards an End-to-End Training Data Management System for Machine Learning Models

Keyword:

machine learning, anomaly detection, active learning, big data manangement, human-in-the-loop, and semi-supervised learning

Creator:

Zhang, Huayi

Advisor:

Rundensteiner, Elke A.

Publisher:

Worcester Polytechnic Institute

Date Created:

2023-01-18

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Frequent Pattern Mining Analytics

Creator:

Lin, Xika

Advisor:

Kong, Xiangnan, Rundensteiner, Elke A., and Eltabakh, Mohamed Y.

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-12-11

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Computer Science
Big Time Series Analytics Using a Distributed Infrastructure

Keyword:

Distributed Infrastructures, Approximate Queries, Time Series Compound, Big Time Series Analytics, and Convergence Query

Creator:

Alghamdi, Noura

Advisor:

Rundensteiner, Elke A. and Eltabakh, Mohamed Y.

Publisher:

Worcester Polytechnic Institute

Date Created:

2022-07-08

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Computer Science

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PhD Dissertations[remove]49

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Creator

Ahsan, Ramoza1
Alajaji, Abdulaziz1
Alghamdi, Noura1
Cachel, Kathleen1
Cao, Lei1
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Advisor

Agu, Emmanuel O.3
Eltabakh, Mohamed Y.3
Harrison, Lane T.1
Kong, Xiangnan3
Rundensteiner, Elke A.[remove]49
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Contributor

Agu, Emmanuel O.7
Ari, Ismail1
Athitsos, Vassilis1
Beck, Joseph E.1
Brown, David C.1
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Unit (Department)

Computer Science34
Data Science15

Publisher

Worcester Polytechnic Institute49

UN SDG

3 - Good Health and Well-being1

Resource type

Dissertation49

License

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

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