Search

Author:

Zou, Guixi

Title:

A Flow Classifier with Tamper-resistant Features and an Evaluation of Its Portability to New Domains

Graduate Program:

Electrical Engineering

Keywords:

machine learning
traffic classification
portability

File:

Download Guixi_Thesis.pdf

Committee Members:

David Jonathan Miller, Thesis Advisor/Co-Advisor
David Jonathan Miller, Thesis Advisor/Co-Advisor

Author:

Treeratpituk, Pucktada

Title:

Name Disambiguation in Academic Publications

Graduate Program:

Information Sciences and Technology

Keywords:

digital libraries
machine learning
entity resolution

File:

Download puck-msthesis.pdf

Committee Members:

C Lee Giles, Thesis Advisor/Co-Advisor
Prasenjit Mitra, Thesis Advisor/Co-Advisor
Dongwon Lee, Thesis Advisor/Co-Advisor
Madhu Reddy, Thesis Advisor/Co-Advisor

Author:

Xu, Sen

Title:

EXPLORING REGIONAL VARIATION IN SPATIAL LANGUAGE: A CASE STUDY ON SPATIAL ORIENTATION BY USING VOLUNTEERED SPATIAL LANGUAGE DATA

Graduate Program:

Geography

Keywords:

text classification
geo-referenced web sampling
volunteered geographic information
information extraction
machine learning
spatial language analysis
regional linguistic differences
cardinal directional usage
visual analytics

File:

Download Thesis_Xu_July12th_Final_Final.pdf

Committee Members:

Alexander Klippel, Thesis Advisor/Co-Advisor
Alexander Klippel, Thesis Advisor/Co-Advisor
Alan Maceachren, Thesis Advisor/Co-Advisor

Author:

Toth, Brice Alan

Title:

Cost Effective Machine Learning Approaches for Linear Solver Selection

Graduate Program:

Computer Science and Engineering

Keywords:

machine learning
linear solvers
sparse matrices
cost reduction

File:

Download BriceToth_finalthesis.pdf

Committee Members:

Padma Raghavan, Thesis Advisor/Co-Advisor
Padma Raghavan, Thesis Advisor/Co-Advisor

Author:

Fry, Jonathan Richard

Title:

An Investigation of Wavelet Features for Automated Biomedical Image Classification

Graduate Program:

Electrical Engineering

Keywords:

wavelet
feature space
classification
machine learning
pattern recognition
image analysis
feature selection

File:

Download thesis_format_final.pdf

Committee Members:

Yanxi Liu, Thesis Advisor/Co-Advisor
Vishal Monga, Thesis Advisor/Co-Advisor

Author:

Jiang, Rui

Title:

A Customized Real Time Restaurant Recommendation System

Graduate Program:

Computer Science and Engineering

Keywords:

machine learning
natural language process
real-time recommendation
customized

File:

Download RuiJian_MastersThesis.pdf

Committee Members:

Sencun Zhu, Thesis Advisor/Co-Advisor
Wang Chien Lee, Thesis Advisor/Co-Advisor

Author:

You, Cheng

Title:

Machine Learning Methods in Portfolio Replication

Graduate Program:

Statistics

Keywords:

machine learning
portfolio replication
LASSO
LARS
trading strategies
hidden Markov model
hierarchical modelling

File:

Download ChengYou-MasterThesis-Final.pdf

Committee Members:

Jason Ryder Morton, Thesis Advisor/Co-Advisor

Author:

Song, Yang

Title:

A Machine Learning Based Approach To App Rating Manipulation Detection

Graduate Program:

Computer Science and Engineering

Keywords:

machine learning
app rating manipulation
app store

File:

Download Yang_Song-Thesis.pdf

Committee Members:

Sencun Zhu, Thesis Advisor/Co-Advisor

Author:

Murphy, William P

Title:

Using Supervised Learning To Identify Descriptions Of Personal Experiences Related To Chronic Disease On Social Media

Graduate Program:

Information Sciences and Technology

Keywords:

machine learning
social media
data mining
health informatics

File:

Download ms_thesis2.pdf

Committee Members:

John Yen, Thesis Advisor/Co-Advisor

Author:

Srikrishnan, Vivek Anand

Title:

Estimation of direct normal irradiance with multi-pyranometer arrays and artificial neural networks

Graduate Program:

Energy and Mineral Engineering

Keywords:

direct normal irradiance
multi-pyranometer array
neural networks
machine learning

File:

Download VivekSrikrishnan-Thesis-20150715.pdf

Committee Members:

Jeffrey Brownson, Thesis Advisor/Co-Advisor
George Spencer Young, Thesis Advisor/Co-Advisor

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