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Rundensteiner, Elke A.
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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
Mobile Paralinguistic Health Assessment from Speech: Energy-Efficient and Privacy-Preserving Neural Network Models
Keyword:
Energy efficient
,
Traumatic brain injury
,
Deep neural Networks
,
Depression
,
Speech assessment
, and
Speaker privacy
Creator:
Ditthapron, Apiwat
Advisor:
Lammert, Adam C.
and
Agu, Emmanuel O.
Publisher:
Worcester Polytechnic Institute
Date Created:
2024-04-18
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Computer 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
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