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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
11.
Evaluation of Repeated Colonel Blotto Games with Semi-Bandit Feedback
Keyword:
Resource Allocation
,
Graph Theory
,
Online Learning
,
Semi-Bandits
,
Game Theory
, and
Path Planning
Creator:
Diamond, N'yoma
Advisor:
Murai, Fabricio
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-24
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
12.
Assessing Individual Differences In Graphical Perception
Creator:
Davis, Russell
Advisor:
Harrison, Lane T.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-25
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
13.
LEVERAGING MULTI-TASK LEARNING GRAPH NEURAL NETWORKS FOR IMPROVING FRAUD DETECTION
Keyword:
Graph Neural Network
,
Node Classification
,
Link Prediction
, and
Link Classification
Creator:
Ganguly, Sirshendu
Advisor:
Murai, Fabricio
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-25
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
14.
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
15.
Human Behavior Analysis via Generative Adversarial Imitation Learning
Creator:
Zhang, Xin
Advisor:
Li, Yanhua
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-27
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
16.
Data Science for Improving Operations in Organizations that Serve Vulnerable Populations
Keyword:
Government and Nongovernment Agencies
,
Applied Analytics
,
Data Science
,
Immigration
,
Data Science for Social Good
, and
Anti-human Trafficking
Creator:
Dimas, Geri
Advisor:
Trapp, Andrew C
and
Konrad, Renata
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-27
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
17.
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
18.
Predicting MXene Properties via Machine Learning
Keyword:
12 - Responsible Consumption and Production
,
7 - Affordable and Clean Energy
,
11 - Sustainable Cities and Communities
,
9 - Industry, Onnovation, and Infrastructure
, and
13 - Climate Action
Creator:
Vertina, Eric
Advisor:
Mangoubi, Oren Rami
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-12-16
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
19.
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
20.
Educational Data Mining toward Personalized Tutoring: Exploration of Facial Behaviors, Thermal Comfort, and Relevant Content Search
Creator:
Jiang, Han
Advisor:
Whitehill, Jacob Richard
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-01
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
21.
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
22.
A Food Network: A Graphical Exploration of Food Recipes
Creator:
Carr, William
Advisor:
Li, Yanhua
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-02
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
23.
A Detailed Accounting of Error in Neural Networks: Applications to Electromagnetics
Keyword:
error analysis
,
electromagnetic signal processing
,
machine learning
,
kalman filter
,
source localization
, and
maximum likelihood estimator (MLE)
Creator:
Barger, Maria
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-08
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
24.
Ensemble CNNs in Transform Domains for Small Data Image Super-resolution
Keyword:
sparse domain
,
image super-resolution
,
ensemble
, and
neural network
Creator:
Liu, Yingnan
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-08
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
25.
Robust Generative Models for Deep Learning and Applications
Creator:
Karkare, Rasika
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-16
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
26.
Entity Identification Based on Human Mobility Data
Keyword:
Spatio-temporal Data Ming
,
Urban Computing
, and
Entity Identification
Creator:
Ren, Huimin
Advisor:
Li, Yanhua
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-11-29
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
27.
Biological Discovery via Data Science: Multigranular Artificial Intelligence Approaches for Cells, Cerebra and Cruise Ships
Keyword:
Bioinformatics
,
Single-cell Transcriptomics
,
Artificial Intelligence
,
Data Science
,
Infectious Disease Epidemiology
, and
Neuropsychiatry
Creator:
Srinivasan, Suhas
Advisor:
Korkin, Dmitry
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-03-01
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
28.
Spatial-Temporal Generative Adversarial Learning
Keyword:
Urban Computing
,
Spatial-Temporal Data Mining
,
Generative Adversarial Networks
,
Imitation Learning
,
Human Behavior Analysis
, and
Meta Learning
Creator:
Zhang, Yingxue
Advisor:
Li, Yanhua
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-19
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
29.
Improving Mental Health Screening with Predictive and Generative Modeling of Text Messages
Keyword:
Digital Phenotyping
,
Supervised Learning
,
Natural Language Processing
,
Health Informatics
,
Mental Illnesses
, and
Mobile Health
Creator:
Tlachac, ML
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-21
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
30.
Sparse Learning in Brain Networks and Brain-like Artificial Intelligence
Keyword:
sparse modeling
,
spiking neural network
,
gaussian mixture model
,
spatio-temporal data
,
graphical lasso
, and
spike train
Creator:
Yin, Hang
Advisor:
Kong, Xiangnan
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-21
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
31.
Scalable Similarity Search over Big Data Series
Keyword:
Data Series
,
Scalable Indexing
,
Approximate Similarity Search
,
Big data series
, and
Query optimization
Creator:
Zhang, Liang
Advisor:
Rundensteiner, Elke A.
and
Eltabakh, Mohamed Y.
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-22
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
32.
Multi-modal Deep Learning
Keyword:
multi-modal
and
deep learning
Creator:
Liu, Si
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-26
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
33.
Utilizing Unimodal and Multimodal Deep Transfer Learning to Classify Mobile Speech Recordings with Mental Health Labels
Keyword:
natural language processing
,
audio classification
,
transfer learning
,
mobile health
,
anxiety screening
, and
depression screening
Creator:
Hernandez-Reisch, Miranda
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-27
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
34.
A Comparative Study of Multiple-Instance Regression Techniques With Data Augmentation for Cold Spray Powder Hall Flow Rate Prediction
Keyword:
Cold Spray
,
Multiple-Instance Learning
,
Additive Manufacturing
,
Machine Learning
,
Data Augmentation
, and
Multiple-Instance Regression
Creator:
Schuliger, Ashley
Advisor:
Cote, Danielle
and
Neamtu, Rodica
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-28
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
35.
Synthetic Generation of Data for HCR using Image-to-Image Translation GANs
Keyword:
Data Augmentation
,
Sensor Data
,
Human Context Recognition (HCR)
,
Generative Adversarial Networks (GAN)
, and
Time series data
Creator:
Sankaranarayanan, Ronak
Advisor:
Agu, Emmanuel O.
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-05-02
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
36.
Analytics for Refugee Resettlement
Keyword:
Refugees
,
Integer Programming
,
Decision Support Systems
,
Humanitarian
,
Machin Learning
, and
Operation Research
Creator:
Ahani, Narges
Advisor:
Trapp, Andrew C
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-05-06
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
37.
Constraint-Aware Meta-Learning, with Applications to Traffic Flow Prediction
Keyword:
Constraint-Aware
,
Meta-Learning
,
Traffic
,
Cellular Automata
, and
MAML
Creator:
Filardi, Vincent
Advisor:
Mangoubi, Oren Rami
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-05-06
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
38.
MANIRank: Multiple Attribute and Intersectional Fairness for Consensus Ranking
Keyword:
Bias
,
Consensus Ranking
, and
Fair decision making
Creator:
Cachel, Kathleen
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-12-20
Resource Type:
Dissertation
Degree:
MS
Unit (Department):
Data Science
39.
Prediction and Observation Timing in Time Series Classification
Keyword:
Time Series
and
Deep Learning
Creator:
Hartvigsen, Thomas
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-12-14
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
40.
Explaining Deep Time Series Classifiers
Creator:
Parvatharaju, Prathyush
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-12-15
Resource Type:
Dissertation
Degree:
MS
Unit (Department):
Data Science
41.
Dimension Estimation and Application in Finance
Creator:
Bahadur, Nitish
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-12-03
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
42.
Essays in Mixed-Integer Nonlinear Optimization for Matching Applications
Keyword:
Many-to-One Matching
and
Integer Optimization
Creator:
Wiratchotisatian, Pitchaya
Advisor:
Trapp, Andrew C
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-08-10
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
43.
Competitive Opinion Maximization in Social Networks
Keyword:
Influence maximization
and
Opinion Maximization
Creator:
Luo, Jianjun
Advisor:
Kong, Xiangnan
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-08-12
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
44.
Analytics projects for key stakeholders in large scale online learning systems
Creator:
Jakhmola, Rahul
Advisor:
Heffernan, Neil
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-08-13
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
45.
Visual Analytics for Multi-Level Triage and Investigation of Incident Reports
Keyword:
Semi-structured Documents
,
Triage
,
Visual Analytics
, and
Pharmacovigilance
Creator:
Kakar, Tabassum
Advisor:
Rundensteiner, Elke A.
and
Harrison, Lane T.
Publisher:
Worcester Polytechnic Institute
Date Created:
2020-11-17
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
46.
Identifying Struggling Students by Comparing Online Tutor Clickstreams
Keyword:
Outlier Detection
,
Online Learning
,
Unsupervised Learning
,
Tutoring
, and
Anomaly Detection
Creator:
Prihar, Ethan B.
Advisor:
Heffernan, Neil
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-03-02
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
47.
Effectiveness of the Automatic Reassessment and Relearning System for Short- and Long-term Mathematical Skill Retention
Keyword:
Spacing Effect
,
Testing effect
, and
ASSISTments
Creator:
Gonsalves, Manuel S.
Advisor:
Heffernan, Neil
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-04-22
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
48.
Cycles Improve Conditional Generators
Keyword:
GAN
,
Conditional
,
Deep Learning
,
Generation
,
Cycle
, and
Machine Leaning
Creator:
Moore, Alexander M.
Advisor:
Paffenroth, Randy Clinton
and
Kong, Xiangnan
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-04-30
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
49.
NITELITE: Studying Student Language and Teacher Feedback Through Explanation and Asynchronous Collaboration
Keyword:
Open Responses
,
Machine Learning
,
Word Embeddings
,
Deep Learning
,
Mathematics
, and
Natural Language Processing
Creator:
Erickson, John A.
Advisor:
Heffernan, Neil
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-05-04
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
50.
A Multi-stage Anti-blur Network for Unsupervised Deformable Image Registration
Creator:
Su, Yao
Advisor:
Kong, Xiangnan
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-05-04
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
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