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Deep Learning
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Working With What You’ve Got: Leveraging Mislabeled Datasets And Improving Imperfect Pretrained Models
Keyword:
Data Science
,
Machine Learning
,
Pretrained Models
,
Generative Modeling
,
Deep Learning
, and
Bias
Creator:
Gerych, Walter
Advisor:
Rundensteiner, Elke A.
and
Agu, Emmanuel O.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-10-06
Resource Type:
Dissertation
Degree:
PhD
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
Knowledge Amalgamation from Heterogeneous Pre-Trained Models
Keyword:
Pre-Trained Models
,
Deep Learning
, and
Knowledge Amalgamation
Creator:
Thadajarassiri, Jidapa
Advisor:
Kong, Xiangnan
and
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-04-18
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
MiseEnPlace : Fine- and Coarse-grained Approaches for Mobile-Oriented Deep Learning Inference
Keyword:
Mobile Deep Inference
,
Deep Learning
, and
Cloud Computing
Creator:
Ogden, Samuel
Advisor:
Guo, Tian
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-09-12
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Computer Science
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
Applications of Deep Learning in Brain Injury Biomechanics and Spine Image Registration
Keyword:
Spine Image Registration
,
Image-guided Surgery
,
Concussion
,
Deep Learning
, and
Brain Injury
Creator:
Wu, Shaoju
Advisor:
Ji, Songbai
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-03
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Biomedical Engineering
Modeling Approaches to Understanding Bumblebee Behavior and Population Decline
Keyword:
Simulation
,
Pollinator Decline
,
Bumblebees
,
Memory
,
Deep Learning
, and
Agent-based model
Creator:
Heath, Kevin
Advisor:
Ryder, Elizabeth F.
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-08-12
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Bioinformatics & Computational Biology
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
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
Redesigning Deep Neural Networks for Resource-Efficient Inference
Keyword:
Deep Learning
,
Neural Network
,
Efficient Inference
, and
Mobile Inference
Creator:
Dai, Xin
Advisor:
Guo, Tian
and
Kong, Xiangnan
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-01-26
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Computer Science
Autonomous Driving Perception System on FPGA
Keyword:
FPGA
,
Deep Learning
, and
Autonomous Driving
Creator:
Bai, Lin
Advisor:
Huang, Xinming
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-11-23
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Electrical & Computer Engineering
Applications of Machine Learning in Real-time Brain Tissue Strain Estimation
Keyword:
Concussion
,
Brain Injury
,
Convolutional Neural Network
,
Deep Learning
, and
Finite Element
Creator:
Ghazi, Kianoosh
Advisor:
Ji, Songbai
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-08-10
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Biomedical Engineering
Empowering Computer Vision Models with Deep Learning for Robotic Perception and Drone Geolocation
Keyword:
Deep Learning
,
Robotic Vision
,
Computer Vision
,
Perception
, and
Autonomous Driving
Creator:
Zhao, Yiming
Advisor:
Huang, Xinming
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-08-27
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Electrical & Computer Engineering
NITELITE: Studying Student Language and Teacher Feedback Through Explanation and Asynchronous Collaboration
Keyword:
Open Responses
,
Machine Learning
,
Word Embeddings
,
Deep Learning
,
Mathematics
, and
Natural Language Processing
Creator:
Erickson, John A.
Advisor:
Heffernan, Neil
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-05-04
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
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
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
Towards Automated Analysis of Microarchitectural Attacks using Machine Learning
Keyword:
Microarchitectural Security
,
Machine Learning
,
Deep Learning
,
Side-Channel Attacks
,
Cloud Security
, and
Cache Attacks
Creator:
Gulmezoglu, Berk
Advisor:
Eisenbarth, Thomas
and
Sunar, Berk
Publisher:
Worcester Polytechnic Institute
Date Created:
2020-07-15
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Electrical & Computer Engineering
Robust State Estimation and Deep Learning for Time Series Analysis
Keyword:
Domain Randomization
,
Deep Learning
,
Chemical Sensors
,
Interacting Multiple Model Kalman Filter
,
Autoencoder
, and
Kalman Filter
Creator:
Weiss, Matthew L.
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2020-08-12
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Data Science
Deep Learning on Attributed Sequences
Keyword:
attributed sequences
,
Deep Learning
, and
Machine Learning
Creator:
Zhuang, Zhongfang
Advisor:
Rundensteiner, Elke A.
Publisher:
Worcester Polytechnic Institute
Date Created:
2019-02-28
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Computer Science
Computer Vision System-On-Chip Designs for Intelligent Vehicles
Keyword:
FPGA
,
ASIC
,
Computer Vision
, and
Deep Learning
Creator:
Zhou, Yuteng
Advisor:
Huang, Xinming
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-04-24
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Electrical & Computer Engineering
Towards Personalized Learning using Counterfactual Inference for Randomized Controlled Trials
Keyword:
Deep Learning
,
student modeling
,
sequence autoencoder
,
counterfactual inference
, and
treatment effects
Creator:
Zhao, Siyuan
Advisor:
Heffernan, Neil
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-04-26
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Computer Science
Theory and Practice: Improving Retention Performance through Student Modeling and System Building
Keyword:
Intelligent Tutoring System
,
Deep Learning
,
student modeling
,
Performance factors analysis
,
Knowledge tracing
,
Knowledge retention
,
Robust learning
,
Recurrent neural networks
,
Educational data mining
, and
Spacing effect
Creator:
Xiong, Xiaolu
Advisor:
Beck, Joseph E.
Publisher:
Worcester Polytechnic Institute
Date Created:
2017-04-21
Resource Type:
Dissertation
Degree:
PhD
Unit (Department):
Computer Science
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2
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2
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1
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2
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5
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7
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4
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Worcester Polytechnic Institute
22
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