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Filtrado por: Contributor Rundensteiner, Elke A. Eliminar la restricciónContributor: Rundensteiner, Elke A.

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Working With What You’ve Got: Leveraging Mislabeled Datasets And Improving Imperfect Pretrained Models

Palabra clave:

Data Science, Machine Learning, Pretrained Models, Generative Modeling, Deep Learning, and Bias

Creador:

Gerych, Walter

Advisor:

Rundensteiner, Elke A. and Agu, Emmanuel O.

Editor:

Worcester Polytechnic Institute

Fecha de Creacion:

2023-10-06

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Multi-modal Models for Depression Screening

Palabra clave:

Transfer learning, Sequential modeling for mental health screen, Multivariate time series, Deep learning, Multi-task learning, and Digital health

Creador:

Flores, Ricardo

Advisor:

Rundensteiner, Elke A.

Editor:

Worcester Polytechnic Institute

Fecha de Creacion:

2023-10-11

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Strategies and Structures for Biological Datasets Integration and Knowledge Discovery

Palabra clave:

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

Creador:

Teeple, Erin

Advisor:

Rundensteiner, Elke A.

Editor:

Worcester Polytechnic Institute

Fecha de Creacion:

2023-07-25

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Knowledge Amalgamation from Heterogeneous Pre-Trained Models

Palabra clave:

Pre-Trained Models, Deep Learning, and Knowledge Amalgamation

Creador:

Thadajarassiri, Jidapa

Advisor:

Kong, Xiangnan and Rundensteiner, Elke A.

Editor:

Worcester Polytechnic Institute

Fecha de Creacion:

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

Palabra clave:

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

Creador:

Alajaji, Abdulaziz

Advisor:

Agu, Emmanuel O. and Rundensteiner, Elke A.

Editor:

Worcester Polytechnic Institute

Fecha de Creacion:

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

Palabra clave:

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

Creador:

Zhang, Huayi

Advisor:

Rundensteiner, Elke A.

Editor:

Worcester Polytechnic Institute

Fecha de Creacion:

2023-01-18

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Data Science
Frequent Pattern Mining Analytics

Creador:

Lin, Xika

Advisor:

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

Editor:

Worcester Polytechnic Institute

Fecha de Creacion:

2022-12-11

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Computer Science
FACET: Counterfactual Explanation Analytics

Palabra clave:

Ethical AI, Counterfactual Explanation, Interpretable Machine Learning, Tree Ensembles, Random Forest, and Explainable AI

Creador:

VanNostrand, Peter

Advisor:

Rundensteiner, Elke A.

Editor:

Worcester Polytechnic Institute

Fecha de Creacion:

2022-12-16

Resource Type:

Thesis

Degree:

MS

Unit (Department):

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

Palabra clave:

Domain Adaptation and Transfer Learning

Creador:

Josselyn, Nicholas

Advisor:

Zhang, Ziming and Rundensteiner, Elke A.

Editor:

Worcester Polytechnic Institute

Fecha de Creacion:

2022-10-10

Resource Type:

Thesis

Degree:

MS

Unit (Department):

Data Science
Big Time Series Analytics Using a Distributed Infrastructure

Palabra clave:

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

Creador:

Alghamdi, Noura

Advisor:

Rundensteiner, Elke A. and Eltabakh, Mohamed Y.

Editor:

Worcester Polytechnic Institute

Fecha de Creacion:

2022-07-08

Resource Type:

Dissertation

Degree:

PhD

Unit (Department):

Computer Science

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PhD Dissertations53
Masters Theses43
Masters Reports1

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Current results range from 2000 to 2023

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Creador

Ahsan, Ramoza1
Alajaji, Abdulaziz1
Alghamdi, Noura1
Bashir, Muzammil1
Buquicchio, Luke J.1
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Advisor

Agu, Emmanuel O.7
Cote, Danielle1
Eltabakh, Mohamed Y.3
Harrison, Lane T.1
Heffernan, Neil1
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Contributor

Agu, Emmanuel O.11
Ari, Ismail1
Athitsos, Vassilis1
Beck, Joseph E.1
Brown, Christopher A.1
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Unit (Department)

Computer Science70
Data Science26
Manufacturing Engineering1

Editor

Worcester Polytechnic Institute97

Tipo de recurso

Dissertation53
Thesis43
Report1

License

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