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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
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
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
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
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
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
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
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Unit (Department)
Data Science
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91
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Worcester Polytechnic Institute
91
UN SDG
3 - Good Health and Well-being
1
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