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Mangoubi, Oren Rami
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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
Predicting MXene Properties via Machine Learning
Keyword:
12 - Responsible Consumption and Production
,
7 - Affordable and Clean Energy
,
11 - Sustainable Cities and Communities
,
9 - Industry, Onnovation, and Infrastructure
, and
13 - Climate Action
Creator:
Vertina, Eric
Advisor:
Mangoubi, Oren Rami
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-12-16
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Bespoke Neural Network Architectures for Rapid Multivariate Time Series Classification and Representation
Keyword:
Deep Learning
,
Representation Learning
,
Transfer Learning
, and
Chemical Sensing
Creator:
Moore, Alexander
Advisor:
Mangoubi, Oren Rami
,
Eltabakh, Mohamed Y.
, and
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-08-08
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Human Behavior Analysis via Generative Adversarial Imitation Learning
Creator:
Zhang, Xin
Advisor:
Li, Yanhua
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-27
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Complex Sequential Modeling
Keyword:
recurrent neural network
,
human behavior learning
, and
sequential modeling
Creator:
Wu, Guojun
Advisor:
Li, Yanhua
and
Zhang, Ziming
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-11-29
Resource Type:
Dissertation
Degree:
PhD
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
Robust Deep Learning Algorithms for System Identification
Keyword:
Ordinary Differential Equations
,
Deep Learning
,
Neural Network
,
Generalization Gap
,
System Identification
, and
Neural Network Regularization
Creator:
Negrini, Elisa
Advisor:
Capogna, Luca
and
Citti, Giovanna
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-23
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Mathematical Sciences
Optimal Ensembles for Deep Learning: Theory and Practice
Keyword:
Deep Learning
,
Theory
,
Diversity
,
Application
,
Ensemble Learning
, and
Training Algorithm
Creator:
Li, Wenjing
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-05-05
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Mathematical Sciences
Mathematical Principles for Deconstructing Deep Learning: Theory and Application to Electromagnetic Signals
Keyword:
Signal Processing
,
Activation Function
,
Electromagnetics
,
Neural Networks
,
Deep Learning
, and
Polynomial Activation
Creator:
Witz, Evan
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-05
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Mathematical Sciences
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Filardi, Vincent
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Bidigare, Patrick
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Data Science
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Worcester Polytechnic Institute
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