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Rundensteiner, Elke A.
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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
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
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
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
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
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
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