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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
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
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
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
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
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
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
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
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
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
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Unit (Department)
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95
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95
UN SDG
3 - Good Health and Well-being
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1
9 - Industry, Innovation and Infrastructure
2
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https://creativecommons.org/licenses/by/4.0/
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https://creativecommons.org/licenses/by-nc/4.0/
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