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Author:

Wang, Xingsheng

Title:

THE EFFECT OF SPATIAL SEGMENTATION ON SAFETY PERFORMANCE FUNCTION MODELING

Graduate Program:

Computer Science

Keywords:

safety performance functions
roadway segmentation
machine learning
Negative Binominal models
coordinate-descent approach
Weighted Absolute Percentage Error
clustering
generalizability of models

File:

Download XingshengWang_Master_Thesis_PSH_final2.pdf

Committee Members:

Jeremy Blum, Thesis Advisor/Co-Advisor
Thang N. Bui, Committee Member
Linda Null, Committee Member
Sukmoon Chang, Committee Member
Omar El Ariss, Committee Member
Hyuntae Na, Committee Member

Author:

Sheatsley, Ryan Matthew

Title:

Adversarial Examples in Constrained Domains

Graduate Program:

Computer Science and Engineering

Keywords:

machine learning
adversarial machine learning
network intrusion detection

File:

Download sheatsley-thesis.pdf

Committee Members:

Patrick Drew Mcdaniel, Thesis Advisor/Co-Advisor

Author:

Mctaggart, Matthew Ira

Title:

Robust Video Frame Classification in Bronchoscopy

Graduate Program:

Electrical Engineering

Keywords:

bronchoscopy
endobronchial video summarization
lung cancer
image-guided procedures
endoscopic procedures
machine learning
artificial intelligence
surgical application
interventional application

File:

Download McTaggart2018-Thesis.pdf

Committee Members:

William E. Higgins, Thesis Advisor/Co-Advisor
William K. Jenkins, Committee Member

Author:

Davis, Steven

Title:

Maritime Navigation and Contact Avoidance through Reinforcement Learning

Graduate Program:

Computer Science and Engineering

Keywords:

reinforcement learning
machine learning
maritime
unmanned underwater vehicle
autonomous underwater vehicle
q learning
navigation
autonomous

File:

Download Davis_MS_Thesis_Final.pdf

Committee Members:

Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Phillip Sustersic, Jr., Thesis Advisor/Co-Advisor

Author:

Kim, Dong

Title:

Sensor Aware Machine Learning For Edge Devices

Graduate Program:

Computer Science and Engineering

Keywords:

convolutional neural network
machine learning
synthetic dataset

File:

Download Chris_Dong_Hyun_Kim_Master_s_Thesis_Final.pdf

Committee Members:

Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
Kyusun Choi, Committee Member
John Morgan Sampson, Committee Member

Author:

Wong, Joseph

Title:

Smart Home Surveillance System Through Edge Computing

Graduate Program:

Computer Science and Engineering

Keywords:

smart home
edge computing
security
machine learning
deep learning
motion detection
facial recognition
fog computing

File:

Download thesis_grad.pdf

Committee Members:

Sencun Zhu, Thesis Advisor/Co-Advisor
Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
Bhuvan Urgaonkar, Program Head/Chair

Author:

Fox, Maxine Rebecca

Title:

Quantization and Adaptivity of Wavelet Scattering Networks for Classification Applications

Graduate Program:

Electrical Engineering

Keywords:

wavelet scattering networks
quantization
machine learning
backpropagation
convolutional neural networks

File:

Download MaxineFox_MS-Thesis.pdf

Committee Members:

Ram Mohan Narayanan, Thesis Advisor/Co-Advisor
Timothy Joseph Kane, Committee Member
Dr. Raghu G. Raj, Special Signatory
Kultegin Aydin, Program Head/Chair

Author:

Sessions, Deanna

Title:

Leveraging Data-Science to Characterize Additively Manufactured Electromagnetic Components

Graduate Program:

Electrical Engineering

Keywords:

Additive manufacturing
frequency selective surface
conformal electromagnetics
machine learning

File:

Download Deanna_Sessions_Thesis_v1.pdf

Committee Members:

Gregory Huff, Thesis Advisor/Co-Advisor
Timothy Joseph Kane, Committee Member
Kultegin Aydin, Program Head/Chair

Author:

Zhou, Keren

Title:

machine learning-enhanced dynamic laser speckle imaging for rapid antimicrobial susceptibility testing

Graduate Program:

Electrical Engineering

Keywords:

Antibacterial susceptibility testing
phenotype
bacteria
laser speckle imaging
machine learning

File:

Download Ms_kz_v3.pdf

Committee Members:

Seyedehaida Ebrahimi, Thesis Advisor/Co-Advisor
Zhiwen Liu, Committee Member
Kultegin Aydin, Program Head/Chair

Author:

Xiao, Yifei

Title:

Monitoring Sleep Quality Using Smartwatches

Graduate Program:

Computer Science and Engineering

Keywords:

smartwatch
mobile health
mobile computing
machine learning
sleep quality

File:

Download Thesis_Yifei_Xiao.pdf

Committee Members:

Guohong Cao, Thesis Advisor/Co-Advisor
Sencun Zhu, Committee Member
Chitaranjan Das, Program Head/Chair