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Data Science
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1.
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
2.
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
3.
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
4.
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
5.
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
6.
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
7.
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
8.
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
9.
Modeling Heterogeneous Users Behaviors in Online Systems
Keyword:
Neural Recommenders
,
Metric Learning
,
Consumer Behaviors
,
Quaternion Space
,
User Modeling
, and
Recommendation Systems
Creator:
Tran, Thanh D.
Advisor:
Lee, Kyumin
Publisher:
Worcester Polytechnic Institute
Date Created:
2020-11-21
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
10.
Parameter Continuation with Secant Approximation for Deep Neural Networks
Keyword:
non-convex
,
homotopy
,
Deep Learning
,
parameter continuation
,
Optimization
, and
secant
Creator:
Pathak, Harsh N.
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-12-05
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
11.
Deployment of Autonomous Electric Taxis with Consideration for Charging Stations
Keyword:
Taxi Dispatch and Rebalancing
,
MATSim
,
Charging Assignments
,
Autonomous Electric Taxi Fleet
, and
Online Optimization Model
Creator:
Manickavasagam, Sounthar
Advisor:
Trapp, Andrew C
Publisher:
Worcester Polytechnic Institute
Date Created:
2017-05-30
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
12.
Adverse Drug Event Information Extraction from Medical Narratives using Ensemble Learning & Deep Learning
Keyword:
Deep Learning
,
Natural Language Processsing
,
Machine Learning
,
Information Extraction
,
Text Mining
, and
Adverse Drug Event
Creator:
Wunnava, Susmitha
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2020-12-07
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
13.
Variational Open Set Recognition
Keyword:
Extreme Value Theory
,
Varriational Autoencoder
, and
Open Set Classification
Creator:
Buquicchio, Luke J.
Advisor:
Agu, Emmanuel O.
and
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2020-05-08
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
14.
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
15.
Compressed Sensing via Partial L1 Minimization
Keyword:
partial L1 minimization
,
the augmented Lagrangian method
,
L0 minimization
,
truncated L1 minimization
,
compressed sensing
, and
L1 minimization
Creator:
Zhong, Lu
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2017-04-27
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
16.
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
17.
Robust Methods for Anomaly Detection with Applications to Cyber Data
Keyword:
PCA
,
cyber defense
,
autoencoders
,
robust methods
,
DDoS
, and
anomaly detection
Creator:
Zhou, Chong
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2019-04-23
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
18.
Dimension Reduction and LASSO using Pointwise and Group Norms
Keyword:
Dimension Reduction
,
LASSO
, and
Robust Sparse PCA
Creator:
Jutras, Melanie A
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-12-12
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
19.
Versatile Anomaly Detection with Outlier Preserving Distribution Mapping Autoencoders
Creator:
Gerych, Walter
Advisor:
Rundensteiner, Elke A.
and
Agu, Emmanuel O.
Publisher:
Worcester Polytechnic Institute
Date Created:
2019-12-16
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
20.
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
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