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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
RAPIDS: Rapid AI Platform for Innovating Data Science
Keyword:
High Performance Computing
,
Data Science
,
Generative AI
,
Deep Learning
,
Big Data
, and
Machine Learning
Creator:
Talley, Caleb
,
Patel, Jai
, and
Ussrey, Natasha
Advisor:
Liu, Xiaozhong
and
Heineman, George T.
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-10-25
Resource Type:
Major Qualifying Project
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
Learning Debiased Representations for Long-Tailed Visual Recognition
Keyword:
Imbalanced Learning
,
Machine Learning
, and
Deep Learning
Creator:
Lam, Prudence
Advisor:
Zhang, Ziming
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-05-06
Resource Type:
Major Qualifying Project
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
Deep Learning for Reflected Backwards Stochastic Differential Equations
Keyword:
Mathematical Finance
,
Stochastic Differential Equation
, and
Deep Learning
Creator:
Miller, Frederick
Advisor:
Sturm, Stephan
Publisher:
Worcester Polytechnic Institute
Date Created:
2023-03-23
Resource Type:
Major Qualifying Project
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
Developing Robotic Solutions for the Recycling Industry V.3
Keyword:
Object Detection
,
Waste Sorting
,
Environmental Robotics
,
Human Robot Interaction
,
Deep Learning
, and
Recycling
Creator:
Wach, Lauren
,
Bargman, Nathan
,
Tulig, Conrad
,
Fichtner, Kaitlyn
,
Ruping, Garett
, and
Marquette, Mary
Advisor:
Rudolph, Jennifer
,
Calli, Berk
, and
Wodin-Schwartz, Sarah Jane
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-27
Resource Type:
Major Qualifying Project
Evaluating Energy Efficiency of GPUs using Machine Learning Benchmarks
Keyword:
GPU
,
Energy Efficient
,
Machine Learning
,
Transformer
, and
Deep Learning
Creator:
Foster, Brett
Advisor:
Taneja, Shubbhi
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-28
Resource Type:
Major Qualifying Project
Stock Market Simulation
Keyword:
Convolutional Neural Network
,
Machine Learning
,
Deep Learning
,
Technical Analysis
,
Recurrent Neural Network
, and
Fundamental Analysis
Creator:
Rathi, Ishan
,
Anand, Rohan
, and
Roskind, Brianna
Advisor:
Tang, Dalin
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-05-04
Resource Type:
Interactive Qualifying Project
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
Searching for Contextual Subtasks for Semantic Segmentation
Keyword:
Computer Vision
,
Deep Learning
, and
Semantic Segmentation
Creator:
McLaughlin, Connor
Advisor:
Whitehill, Jacob Richard
Publisher:
Worcester Polytechnic Institute
Date Created:
2022-04-28
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Computer Science
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
IndexPen: Two-Finger Text Input with Millimeter-Wave Radar
Keyword:
Real-time Signal Processing
,
Deep Learning
,
Transfer Learning
,
Mobile Computing and Human Computer Interaction
,
Radio Frequency(RF) signal
, and
Embedded System
Creator:
Wei, Haowen
Advisor:
Solovey, Erin
and
Pahlavan, Kaveh
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-11-17
Resource Type:
Major Qualifying Project
Understanding User Perceptions and Accuracy of Real-time In-Air Text Entry With Millimeter Wave Radar
Keyword:
Deep Learning
,
Mobile Computing and Human Computer Interaction
,
Embedded System
,
Real-time Signal Processing
,
Transfer Learning
, and
Radio Frequency(RF) signal
Creator:
Wei, Haowen
Advisor:
Pahlavan, Kaveh
and
Solovey, Erin
Publisher:
Worcester Polytechnic Institute
Date Created:
2021-12-13
Resource Type:
Interactive Qualifying Project
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
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
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
Developing Automated Audio Assessment Tools for a Chinese Language Course
Keyword:
Audio Data
,
Natural Language Processing
,
Machine Learning
,
Automated Grading
, and
Deep Learning
Creator:
Varatharaj, Ashvini
Advisor:
Heffernan, Neil
Publisher:
Worcester Polytechnic Institute
Date Created:
2020-08-04
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Computer 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
Let there be light... Characterizing the Effects of Adverse Lighting on Semantic Segmentation of Wound Images and Mitigation using a Deep Retinex Model
Keyword:
Dataset
,
Deep Learning
,
Lighting
,
Retinex Theory
,
Wounds
, and
Semantic Segmentation
Creator:
Iyer, Akshay B.
Advisor:
Agu, Emmanuel O.
Publisher:
Worcester Polytechnic Institute
Date Created:
2020-05-14
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Robotics Engineering
Robot-Enhanced ABA Therapy: Exploring Emerging Artificial Intelligence Embedded Systems in Socially Assistive Robots for the Treatment of Autism
Keyword:
Socially Assistive Robots
,
Autism Spectrum Disorder
,
Robot-enhanced Framework
,
Embedded Systems
,
Deep Learning
, and
Applied Behavior Analysis
Creator:
Calle Ortiz, Eduardo R
Advisor:
Fischer, Gregory S.
and
Whitehill, Jacob Richard
Publisher:
Worcester Polytechnic Institute
Date Created:
2019-08-08
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Computer 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
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
Why did they cite that?
Keyword:
information retrieval
,
Machine Learning
,
Deep Learning
, and
natural language processing
Creator:
Lovering, Charles
Advisor:
Whitehill, Jacob Richard
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-04-26
Resource Type:
Thesis
Degree:
MS
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
A Machine Learning approach to Febrile Classification
Keyword:
Thermal Imaging
,
Fever Screening
,
Classification
,
Machine Learning
, and
Deep Learning
Creator:
Kostopouls, Theodore P
Advisor:
Lee, Kwonmoo
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-04-25
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Biomedical Engineering
Automatic Eye-Gaze Following from 2-D Static Images: Application to Classroom Observation Video Analysis
Keyword:
Classroom Observation Videos
,
Computer Vision
,
Deep Learning
,
Automatic Eye Gaze Following
, and
Deep Convolutional Neural Networks
Creator:
Aung, Arkar Min
Advisor:
Whitehill, Jacob Richard
Publisher:
Worcester Polytechnic Institute
Date Created:
2018-04-23
Resource Type:
Thesis
Degree:
MS
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
Deep Learning Binary Neural Network on an FPGA
Keyword:
FPGA
,
Real time
,
Neural Networks
, and
Deep Learning
Creator:
Redkar, Shrutika
Advisor:
Huang, Xinming
Publisher:
Worcester Polytechnic Institute
Date Created:
2017-04-27
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Electrical & Computer Engineering
Incorporating Rich Features into Deep Knowledge Tracing
Keyword:
Deep Learning
,
RNN
,
Knowledge tracing
, and
DKT
Creator:
Zhang, Liang
Advisor:
Heffernan, Neil
Publisher:
Worcester Polytechnic Institute
Date Created:
2017-04-14
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Robust Auto-encoders
Keyword:
Auto-encoder
,
Deep Learning
, and
Robust Auto-encoder
Creator:
Zhou, Chong
Advisor:
Paffenroth, Randy Clinton
Publisher:
Worcester Polytechnic Institute
Date Created:
2016-04-27
Resource Type:
Thesis
Degree:
MS
Unit (Department):
Data Science
Going Deeper with Convolutional Neural Network for Intelligent Transportation
Keyword:
Deep Learning
and
cnn
Creator:
Chen, Tairui
Advisor:
Huang, Xinming
Publisher:
Worcester Polytechnic Institute
Date Created:
2016-01-28
Resource Type:
Thesis
Degree:
ME
Unit (Department):
Electrical & Computer Engineering
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