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Rundensteiner, Elke A.
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Designing an Interactive Interface for FACET: Personalized Explanations in XAI
Keyword:
XAI
Creator:
Dion, Katharine
,
Pietrick, Alexander
,
Reiss, Jacob
,
Huang, Randy
, and
Genin, Belisha
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2024-03-21
Resource Type:
Major Qualifying Project
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
CS/DS MQP: Learning Early Warning Alerts for Food Poisoning from Social Media
Creator:
Kwan, Timothy
and
Lapsley, Anne
Advisor:
Mangoubi, Oren Rami
and
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-27
Resource Type:
Major Qualifying Project
CS/DS MQP: Advanced Applications for Deep Generative Models
Keyword:
machine learning
,
human activity recognition
,
tabular diffusion
,
gramian angular fields
,
generative models
, and
diffusion models
Creator:
Trac, Cindy
,
McCarthy, Dillon
,
Buasai, Sirut
, and
Dykstra, Jason
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-25
Resource Type:
Major Qualifying Project
Fair Ranking Under Uncertainty
Creator:
Venkataraman, Brinda
Advisor:
Abraham, Jon P.
and
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-27
Resource Type:
Major Qualifying Project
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
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
Fair Ranking Under Uncertainty
Creator:
Tessier, Marie
and
Vadlamudi, Sai Varun
Advisor:
Abraham, Jon P.
and
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-03-24
Resource Type:
Major Qualifying Project
CS/DS MQP: Learning Early Warning Alerts for Food Poisoning from Social Media
Keyword:
twitter
,
social media
,
usda
, and
food poisoning
Creator:
Rathke, Liam
,
Laber, Jasmine
, and
Hartmann, Katy
Advisor:
Rundensteiner, Elke A.
and
Mangoubi, Oren Rami
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-03-23
Resource Type:
Major Qualifying Project
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
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
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
HAR-CTGAN: Synthesizing Continuous and Discrete Mobile Sensor Data Using GAN models for Human Activity Recognition
Keyword:
GAN
,
discrete features
,
synthetic data generation
,
sensor data
,
human activity recognition
, and
mobile healthcare
Creator:
DeOliveira, Joshua
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-17
Resource Type:
Major Qualifying Project
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
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
Visual Analytics for Smartphone Health Phenotyping
Keyword:
Interactive Visual Analysis
,
mHealth
,
Smartphone Phenotyping
, and
Visual Analytics
Creator:
Mansoor, Hamid
Advisor:
Agu, Emmanuel O.
and
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-11
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Computer Science
DS:MQP:Deep Learning for Mental Health Screening using Smartphone Data
Creator:
Wu, Jyalu
and
Jurovich, Nicholas
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-26
Resource Type:
Major Qualifying Project
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
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Major Qualifying Projects
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Abeyta, Jesse B.
1
Ahsan, Ramoza
1
Alajaji, Abdulaziz
1
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Abraham, Jon P.
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8
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Agu, Emmanuel O.
9
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Major
Actuarial Mathematics
1
Computer Science
56
Data Science
6
Interactive Media & Game Development
2
Interdisciplinary
3
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Unit (Department)
Computer Science
65
Data Science
23
Publisher
Worcester Polytechnic Institute
153
Subject
Community
2
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14
Culture
3
Food
2
Health
7
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3 - Good Health and Well-being
8
5 - Gender Equality
2
6 - Clean Water and Sanitation
1
9 - Industry, Innovation and Infrastructure
4
10 - Reducing Inequality
2
12 - Responsible Consumption and Production
2
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1
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Major Qualifying Project
60
Dissertation
47
Thesis
40
Interactive Qualifying Project
5
Report
1
License
https://creativecommons.org/licenses/by/4.0/
4
Award
Provost's MQP Award
1