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1.
A Level-Set Approach for Solving Nonlinear Integer Optimization Problems
Keyword:
Mathematical Programming
,
Optimization
,
Level-set
,
Value Function
,
Data Structures
, and
Polynomial
Creator:
Killea, Ryan
Advisor:
Trapp, Andrew C
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-07-10
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
2.
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
3.
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
4.
Intelligent and Resilient Radio Resource Allocation for 5G and Beyond Wireless Communications
Keyword:
Deep Reinforcement Learning
,
Robust PCA
,
mmWave Communications
,
Graph Neural Networks
, and
Wireless Communications
Creator:
Ghasemi, Ahmad
Advisor:
Zekavat, Seyed A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-06-24
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
5.
Data Driven University Capacity Analysis via Mathematical Optimization
Keyword:
Multi Objective Optimization
,
Integer Optimization
, and
Academic Scheduling
Creator:
Aygul, Ozge
Advisor:
Trapp, Andrew C
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-06-29
Resource Type:
Dissertation
Degree:
MS
Unit (Department):
Data Science
6.
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
7.
Bespoke Neural Network Architectures for Rapid Multivariate Time Series Classification and Representation
Keyword:
Deep Learning
,
Representation Learning
,
Transfer Learning
, and
Chemical Sensing
Creator:
Moore, Alexander
Advisor:
Mangoubi, Oren Rami
,
Eltabakh, Mohamed Y.
, and
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-08-08
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
8.
Exploring Neural Network Structure through Iterative Neural Networks: Connections to Dynamical Systems
Keyword:
Iterative
,
Neural Network
,
Recurrent Neural Network
,
Machine Learning
,
Sparse
, and
Sparsity
Creator:
Hershey, Quincy
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-20
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
9.
Integrating Personalized Learning into Online Education through Content Aggregation, Data Mining, and Reinforcement Learning
Creator:
Prihar, Ethan
Advisor:
Heffernan, Neil
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-03-30
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
10.
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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3
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Unit (Department)
Data Science
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