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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

Author:

Cao, Jeffery

Title:

Utilizing Generative Aversarial Networks To Generate Training Data From Text

Graduate Program:

Computer Science

Keywords:

Generative Adversarial Network
GAN
text-to-image GAN
zero-shot
machine learning
image classification

File:

Download master.pdf

Committee Members:

Thomas F La Porta, Thesis Advisor/Co-Advisor
Chitaranjan Das, Program Head/Chair
Ting He, Committee Member

Author:

Uwazuruonye, Kaosisochi

Title:

Modeling Pilots' Visual Attention Using Enhanced Flight Vision Systems

Graduate Program:

Aerospace Engineering

Keywords:

pilot's visual attention
Enhanced flight vision system
machine learning
time series analysis
pilot's control behavior
low visibility

File:

Download Modeling_Pilots__Visual_Attention_Using_Enhanced_Flight_Vision_Systems.pdf

Committee Members:

Amy Ruth Pritchett, Thesis Advisor/Co-Advisor
Amy Ruth Pritchett, Committee Member
Joseph Francis Horn, Committee Member
Jacob Willem Langelaan, Committee Member

Author:

Robinson, Matthew

Title:

Neural Networks and Self-Organizing Cellular Automata

Graduate Program:

Computer Science

Keywords:

neural networks
emergent behavior
emergence
self-organizing systems
self-organization
machine learning
cellular automata

File:

Download Robinson-Thesis-ms-final.pdf

Committee Members:

Thang N. Bui, Thesis Advisor/Co-Advisor
Thang N. Bui, Program Head/Chair
Susan Kathryn Eskin, Committee Member
Linda Marie Null, Committee Member
Sukmoon Chang, Committee Member
Jeremy Joseph Blum, Committee Member
Hyuntae Na, Committee Member
Hien Nguyen, Committee Member
Md Faisal Kabir, Committee Member

Author:

Washington, Richard

Title:

the use of machine learning and genetic algorithms for clutter classification and radarcom signal design

Graduate Program:

Electrical Engineering (MS)

Keywords:

Radar
wireless communications
clutter
lpi
radarcom
machine learning

File:

Download FinalThesis_RichardWashington.pdf

Committee Members:

Kultegin Aydin, Program Head/Chair
Ram Mohan Narayanan, Thesis Advisor/Co-Advisor
Julio Urbina, Committee Member
Dmitriy Garmatyuk, Special Signatory
Saba Mudaliar, Special Signatory

Author:

Vargas Venegas, Carlos

Title:

Physics-Infused Reduced-Order Modeling of Aerothermal Loads for Fluid-Thermal-Structural Interactions

Graduate Program:

Aerospace Engineering (MS)

Keywords:

hypersonic
fluid-thermal-structural
aerothermoelasticity
data-driven
physics-driven
physics-based
reduced-order modeling
machine learning
field inversion
aerothermal
turbulent viscous-inviscid interactions
neural ordinary differential equations
direct collocation
optimization
kriging
proper-orthogonal decomposition
latin hypercube sampling
thermoelastic
hypersonic vehicle
RANS
skin-panel
two-dimensional
gaussian process regression
computational fluid dynamics
supported panel
augmentation
augmented
model augmentation
surrogate
POD-kriging
POD
algebraic
differential
algebraic augmentation
differential augmentation
NODE
PIROM
analysis

File:

Download ms-thesis-corrected.pdf

Committee Members:

Daning Huang, Thesis Advisor/Co-Advisor
Puneet Singla, Committee Member
Amy Pritchett, Program Head/Chair
Sven Schmitz, Committee Member

Author:

Rodriguez, Raphael

Title:

Improving the Predictability of Racial Preference Attitudes: Using Machine Learning Models to Predict Concurrent Implicit-Explicit Black-Preference Attitudes

Graduate Program:

Information Sciences and Technology

Keywords:

racism
machine learning
implicit
iat

File:

Download rodriguez_mastersThesis_Summer2020.pdf

Committee Members:

Frank Edward Ritter, Thesis Advisor/Co-Advisor
Daniel Susser, Committee Member
Shomir Wilson, Committee Member
Mary Beth Rosson, Program Head/Chair

Author:

Ajayi, Oluwadamilola

Title:

Explainable AI (XAI) for Fault Detection and Classification in Microgrids Using a Real-time Simulation Framework

Graduate Program:

Electrical Engineering (MS)

Keywords:

power systems protection
fault analysis
machine learning
real-time simulation
microgrid modeling

File:

Download Oluwadamilola_Ajayi_Thesis.pdf

Committee Members:

Peter Idowu, Thesis Advisor/Co-Advisor
Md Habib Ullah, Thesis Advisor/Co-Advisor
Rafic Bachnak, Professor in Charge/Director of Graduate Studies
Aldo W Morales, Committee Member

Author:

Kumar, Vikas

Title:

Improved Facial Expression Recognition Using Noisy Student Training and Synthetic Data Generation

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Facial expression recognition
student-teacher network
semisupervised learning
multi-level attention
Facial expression recognition student-teacher network
semisupervised learning multi-level attention
facial expression recognition
unsupervised learning
student teacher network
machine learning
deep learning
GAN
CNN

File:

Download Thesis.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Daniel Kifer, Thesis Advisor/Co-Advisor
C Lee Giles, Committee Member

Author:

Barber, Nathan

Title:

Expanding the Range of Hydropower Schedules to Maximize Nuclear and Hydro Generation: Machine Learning Techniques for Practical Sensitivity Analysis

Graduate Program:

Civil Engineering (MS)

Keywords:

hydropower
nuclear
sensitivity analysis
ensembles
machine learning
clustering
hydrodynamic model
ANOVA

File:

Download Barber_Thesis_Final.pdf

Committee Members:

Alfonso Ignacio Mejia, Thesis Advisor/Co-Advisor
Steven J Greybush, Committee Member
Farshad Rajabipour, Program Head/Chair
Xiaofeng Liu, Committee Member

Author:

Struble, Nathan

Title:

Machine learning navigation solutions using unscented filters

Graduate Program:

Aerospace Engineering (MS)

Keywords:

machine learning
kalman filtering
visual odometry

File:

Download Thesis_nate-3.pdf

Committee Members:

Jacob Langelaan, Professor in Charge/Director of Graduate Studies
Simon W Miller, Thesis Advisor/Co-Advisor
Daning Huang, Committee Member
Jay Dean Martin, Committee Member

Author:

Wood, Noah

Title:

Fusion of SAR and Electrooptical Imagery for Vehicle Classification Using Neural Networks

Graduate Program:

Electrical Engineering (MS)

Keywords:

machine learning
data fusion
sar
variability

File:

Download NoahWood_MSthesis.pdf

Committee Members:

Kultegin Aydin, Program Head/Chair
Ram Mohan Narayanan, Thesis Advisor/Co-Advisor
David Marion Jenkins, Jr., Committee Member

Author:

Sengupta, Agnimitra

Title:

Evaluating the Reliability of Automatically Generated Pedestrian and Bicycle Crash Surrogates

Graduate Program:

Civil Engineering (MS)

Keywords:

traffic safety
transportation engineering
vulnerable road user
pedestrian safety
bicycle safety
machine learning
statistical modeling
imbalanced data
surrogate safety measures
traffic conflict analysis
Bayesian optimization

File:

Download PSU_MS_Agnimitra_Sengupta.pdf

Committee Members:

S. Ilgin Guler, Thesis Advisor/Co-Advisor
Vikash V. Gayah, Committee Member
Patrick Fox, Program Head/Chair
Xianbiao Hu, Committee Member

Author:

Arguijo, Juan

Title:

Vision system for the detection of apples in the green fruit stage

Graduate Program:

Agricultural and Biological Engineering (MS)

Keywords:

apple
green fruit
vision system
machine learning
detections

File:

Download Arguijo_Juan_MS-Thesis.pdf

Committee Members:

Paul Heinz Heinemann, Thesis Advisor/Co-Advisor
Long He, Committee Member
Suat Irmak, Program Head/Chair
Shirin Ghatrehsamani, Committee Member
Vishal Monga, Committee Member

Author:

Edmunds, Brandon

Title:

Fisher Information for Private Training of Machine Learning Models

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

machine learning
privacy
fisher information

File:

Download Fisher_Information_for_Private_Training_of_Machine_Learning_Models.pdf

Committee Members:

Mehrdad Mahdavi, Thesis Advisor/Co-Advisor
Kiwan Maeng, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Dasu, Vishnu

Title:

Mitigating Unfairness In Deep Learning

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

machine learning
fairness
software engineering
deep learning

File:

Download MS_Thesis_PSU__Final_.pdf

Committee Members:

G. Gary Tan, Thesis Advisor/Co-Advisor
Shagufta Mehnaz, Committee Member
Chitaranjan Das, Program Head/Chair