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Rundensteiner, Elke A.
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1.
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
2.
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
3.
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
4.
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
5.
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
6.
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
7.
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
8.
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
9.
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
10.
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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Agu, Emmanuel O.
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