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Author:

Rao, Abhishek Krishna

Title:

Comparison of Machine Learning techniques for painting classification.

Graduate Program:

Electrical Engineering

Keywords:

Machine Learning
Deep Learning
Art
Image classification
Classifiers

File:

Download AbhishekRao-thesis.pdf

Committee Members:

David Miller, Thesis Advisor/Co-Advisor

Author:

Lu, Xin

Title:

Visual Characteristics for Computational Prediction of Aesthetics and Evoked Emotions

Graduate Program:

Information Sciences and Technology

Keywords:

Image Aesthetics Assessment
Emotion Prediction
Deep Learning

File:

Download phd_dissertation_xinlu.pdf

Committee Members:

James Z Wang, Dissertation Advisor/Co-Advisor
James Z Wang, Committee Chair/Co-Chair
Mary Beth Rosson, Committee Member
Reginald Adams Jr., Committee Member
Michelle Gayle Newman, Committee Member
Jia Li, Committee Member

Author:

Huang, Wenyi

Title:

Context Modeling for Semantic Text Matching and Scene Text Detection

Graduate Program:

Information Sciences and Technology

Keywords:

Citation Recommendation
Scene Text Detection
Deep Learning
Neural Networks
Context Modeling
Text in the Wild

File:

Download WenyiHuang-Dissertation.pdf

Committee Members:

C Lee Giles, Dissertation Advisor/Co-Advisor
C Lee Giles, Committee Chair/Co-Chair
Zhenhui Li, Committee Member
Anna Cinzia Squicciarini, Committee Member
Daniel Kifer, Outside Member

Author:

Krishna, Vinayaka N

Title:

Dense Convolutional Object Detectors for Visual Assistive Systems On Mobile Platform

Graduate Program:

Computer Science

Keywords:

Convolutional Neural Network
DenseNets
ResNet
Deep Learning
Visual Assistance System
Mobile Deep Learning

File:

Download VinayakaKrishna-DissertationFinal4.pdf

Committee Members:

Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Sampson, Committee Member
Bhuvan Urgaonkar, Committee Member

Author:

Li, Xi

Title:

APPGRADER: AN APP QUALITY GRADING SYSTEM BASED ON CODE-LEVEL FEATURES

Graduate Program:

Computer Science and Engineering

Keywords:

Mobile App Ranking
App Quality Evaluation
App View
Graph Convolutional Network
Deep Learning

File:

Download Xi-thesis.pdf

Committee Members:

Sencun Zhu, Thesis Advisor/Co-Advisor

Author:

Subbakrishna Adishesha, Amogh

Title:

Prediction and Estimation of Human Motion using Generative-Adversarial Network

Graduate Program:

Electrical Engineering

Keywords:

GANs
LSTM
Motion Prediction
Deep Learning
Neural Networks
AI
Prediction Error

File:

Download PS-Thesis-AmoghFinal.pdf

Committee Members:

Robert Collins, Thesis Advisor/Co-Advisor
David Jonathan Miller, Committee Member
Mehdi Kiani, Committee Member

Author:

Funk, Christopher A

Title:

On a Computation Model for Human and Machine Symmetry Perception

Graduate Program:

Computer Science and Engineering

Keywords:

Symmetry
Deep Learning
Convolutional Neural Networks
Machine Learning
Wallpaper Groups
Topology Comparison
EEG

File:

Download ChristopherFunk-Dissertation.pdf

Committee Members:

Yanxi Liu, Dissertation Advisor/Co-Advisor
Yanxi Liu, Committee Chair/Co-Chair
Robert Collins, Committee Member
William Evan Higgins, Committee Member
David T Reitter, Outside Member

Author:

Mckay, John David

Title:

Tailored Algorithms for Synthetic Aperture Image Formation and Analysis

Graduate Program:

Electrical Engineering

Keywords:

Synthetic Aperture Sonar
Synthetic Aperture Radar
Deep Learning
Transfer Learning
automatic target recognition

File:

Download JohnMcKay-Dissertation.pdf

Committee Members:

Vishal Monga, Dissertation Advisor/Co-Advisor
Vishal Monga, Committee Chair/Co-Chair
Jesse Louis Barlow, Committee Member
Jeffrey Louis Schiano, Committee Member
Necdet S Aybat, Outside Member

Author:

Fang, Kuai

Title:

Understanding Hydrologic Functions of Water Storage and Soil Moisture and Improving Predictive Capability using Big Data Machine Learning Methods

Graduate Program:

Civil Engineering

Keywords:

Hydrology
Watershed Functioning
Water Storage
Soil Moisture
Machine Learning
Deep Learning

File:

Download Kuai_Thesis_Final.pdf

Committee Members:

Chaopeng Shen, Dissertation Advisor/Co-Advisor
Chaopeng Shen, Committee Chair/Co-Chair
Xiaofeng Liu, Committee Member
Klaus Keller, Committee Member
Daniel Kifer, Outside Member

Author:

Shin, Philip

Title:

CONTEXT-AWARE COLLABORATIVE OBJECT RECOGNITION FOR MULTI CAMERA TIME SERIES DATA

Graduate Program:

Computer Science and Engineering

Keywords:

Context-Aware
Object Detection
Deep Learning
Convolutional Neural Network
MVCNN-Wavg
Multi Camera
Distributed System

File:

Download Shin_Philip_Thesis.pdf

Committee Members:

Vijaykrishnan Narayanan, Thesis Advisor/Co-Advisor
John Morgan Sampson, Thesis Advisor/Co-Advisor

Author:

Gunn, Sean R

Title:

Neural Network Architectures in the Setting of Dynamical Systems Setting

Graduate Program:

Mechanical Engineering

Keywords:

Deep Learning
Dynamical Systems in Neural Networks

File:

Download Master_Thesis_Sean_Gunn.pdf

Committee Members:

Asok Ray, Thesis Advisor/Co-Advisor
Brian Foley, Committee Member

Author:

Jarvinen, Thomas Dunn

Title:

Early Season Crop Load Estimation and Yield Prediction in Apple Orchards

Graduate Program:

Agricultural and Biological Engineering

Keywords:

Precision Agriculture
Computer Vision
Yield Prediction
Yield Mapping
Deep Learning
Multiple Object Tracking

File:

Download ThomasJarvinenThesis.pdf

Committee Members:

Daeun Choi, Thesis Advisor/Co-Advisor
Paul Heinz Heinemann, Committee Member
Tara Auxt Baugher, Committee Member
James Rawlinson Schupp, Committee Member

Author:

He, Dafang

Title:

Scene Text Understanding in Natural Images With Convolutional Neural Networks

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Convolutional Neural Networks
Scene Text
Detection

File:

Download DafangHe_Dissertation.pdf

Committee Members:

Clyde Lee Giles, Dissertation Advisor/Co-Advisor
Clyde Lee Giles, Committee Chair/Co-Chair
Zihan Zhou, Committee Member
James Z Wang, Committee Member
Daniel Kifer, Outside Member

Author:

Gopalakrishnan, Anand

Title:

Neural Temporal Models for Human Motion Prediction

Graduate Program:

Electrical Engineering

Keywords:

Motion Prediction
Recurrent Neural Networks
Deep Learning
Motion Synthesis
Human Motion Evaluation

File:

Download Anand_masters_thesis_eTD_final_version.pdf

Committee Members:

David Jonathan Miller, Thesis Advisor/Co-Advisor
Clyde Lee Giles, Thesis Advisor/Co-Advisor
Minghui Zhu, Committee Member

Author:

Yang, Xiao

Title:

Robust Text Spotting in Natural Images with Deep Neural Networks

Graduate Program:

Computer Science and Engineering

Keywords:

Text Spotting
Text Recognition
Deep Learning
Computer Vision
Text Detection

File:

Download XiaoYang_Dissertation.pdf

Committee Members:

Daniel Kifer, Dissertation Advisor/Co-Advisor
Daniel Kifer, Committee Chair/Co-Chair
Clyde Lee Giles, Committee Member
Robert Collins, Committee Member
Zihan Zhou, Outside Member

Author:

Tofighi, Mohammad

Title:

Informed Learning for Image Restoration and Understanding

Graduate Program:

Electrical Engineering

Keywords:

Machine Learning
Cell Detection
Image Processing
Image Deblurring
Deep Learning
Video Deblurring

File:

Download Tofighi_Dissertation.pdf

Committee Members:

Vishal Monga, Dissertation Advisor/Co-Advisor
Vishal Monga, Committee Chair/Co-Chair
William Evan Higgins, Committee Member
Jeffrey Louis Schiano, Committee Member
Leonid V Berlyand, Outside Member
Kultegin Aydin, Program Head/Chair

Author:

Ravichandran, Bharadwaj

Title:

BioPose-3D and PressNet-KL: A Path to Understanding Human Pose Stability from Video

Graduate Program:

Computer Science and Engineering

Keywords:

Foot Pressure Estimation
Pose Estimation
Human Stability
Deep Learning
Computer Vision

File:

Download BioPose3D_and_PressNet_KL__A_Path_to_Understanding_Stability_from_Video.pdf

Committee Members:

Yanxi Liu, Thesis Advisor/Co-Advisor
Robert Collins, Committee Member
William Evan Higgins, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Cherukuri, Venkateswara Rao

Title:

Domain Enriched Learning for Brain Image Analysis

Graduate Program:

Electrical Engineering

Keywords:

Brain Imaging
MRI
CT
Machine Learning
Deep Learning
Priors

File:

Download venkat_thesis.pdf

Committee Members:

Vishal Monga, Dissertation Advisor/Co-Advisor
Vishal Monga, Committee Chair/Co-Chair
Vijaykrishnan Narayanan, Committee Member
Nanyin Zhang, Committee Member
Jesse Louis Barlow, Outside Member
Steven Schiff, Dissertation Advisor/Co-Advisor
Steven Schiff, Committee Chair/Co-Chair
Kultegin Aydin, Program Head/Chair

Author:

Fu, Yiwei

Title:

Modeling, Prediction and Control of Engineering Systems with Long Short-Term Memory

Graduate Program:

Mechanical Engineering

Keywords:

Artificial Intelligence
Deep Learning
Robotics
Representation Learning
Autonomous Systems
Time Series

File:

Download YiweiFu-Dissertation.pdf

Committee Members:

Asok Ray, Dissertation Advisor/Co-Advisor
Asok Ray, Committee Chair/Co-Chair
Bo Cheng, Committee Member
Minghui Zhu, Outside Member
Shashi Phoha, Outside Member
Thomas Wettergren, Special Member
Daniel Connell Haworth, Program Head/Chair

Author:

Sengul, Mert Yigit

Title:

ATOMISTIC LEVEL INVESTIGATION OF DISSOLUTION, PRECIPITATION AND SURFACE DIFFUSION DYNAMICS AT THE AQUEOUS INTERFACES USING REAXFF AND APPLICATION OF DEEP LEARNING TO FORCE FIELD PARAMETERIZATION

Graduate Program:

Materials Science and Engineering

Keywords:

Cold Sintering Process
ReaxFF
Aqueous Interfaces
Deep Learning
Machine Learning
Molecular Dynamics
Surface Diffusion
Langmuir Model

File:

Download Sengul_MY_Dissertation_MatSE.pdf

Committee Members:

Clive A Randall, Dissertation Advisor/Co-Advisor
Clive A. Randall, Committee Chair/Co-Chair
Adrianus C Van Duin, Committee Chair/Co-Chair
Ismaila Dabo, Committee Member
Enrique Daniel Gomez, Outside Member
Adrianus C Van Duin, Dissertation Advisor/Co-Advisor
John C Mauro, Program Head/Chair

Author:

Zhao, Junqi

Title:

Towards a Proactive Real-Time Data-Driven Musculoskeletal Disorders Prevention Approach in Construction

Graduate Program:

Architectural Engineering

Keywords:

Construction Safety Management
Proactive Injury Prevention
Wearable Sensing
Machine Learning
Deep Learning
Ergonomics
Construction Safety Management
Injury Prevention
Wearable Sensing
Machine Learning
Deep Learning
Ergonomics

File:

Download Ph.D._Dissertation__Junqi_Zhao_.pdf

Committee Members:

Esther Adhiambo Obonyo, Dissertation Advisor/Co-Advisor
Esther Adhiambo Obonyo, Committee Chair/Co-Chair
Somayeh Asadi, Committee Member
Sven G Bilen, Committee Member
Andris Freivalds, Outside Member
Sez Atamturktur, Program Head/Chair

Author:

Gupta, Samarth

Title:

Supervised Machine Learning for Region Assignment of Zebrafish Brain Nuclei based on Computational Assessment of Cell Neighborhoods

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Microtomography

File:

Download thesis_samarth.pdf

Committee Members:

Sharon Xiaolei Huang, Thesis Advisor/Co-Advisor
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Committee Member
Fenglong Ma, Committee Member

Author:

Cooper, Rachel

Title:

An Enhancer-Based Deep Learning Approach for Studying Viral Regulation

Graduate Program:

Bioinformatics and Genomics

Keywords:

Deep Learning
Bioinformatics
Gene Regulation
Enhancers
Virus
HSV-1

File:

Download RCooper_BGEN_final_masters_thesis.pdf

Committee Members:

Shaun Mahony, Thesis Advisor/Co-Advisor
Moriah Louise Szpara, Committee Member
George H Perry, Program Head/Chair

Author:

Tang, Xianfeng

Title:

Beyond Accurate Graph Neural Networks

Graduate Program:

Information Sciences and Technology

Keywords:

Machine Learning
Data Mining
Graph Data
Graph Neural Networks
Adversarial Attack
Robustness
Fairness
Explainable Machine Learning
Deep Learning

File:

Download Final_Dissertation_Beyond_Accurate_Graph_Neural_Networks.pdf

Committee Members:

Prasenjit Mitra, Dissertation Advisor/Co-Advisor
Prasenjit Mitra, Committee Chair/Co-Chair
Suhang Wang, Committee Chair/Co-Chair
Xiang Zhang, Committee Member
Wang-Chien Lee, Outside Member
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Dissertation Advisor/Co-Advisor

Author:

Yuan, Lun Pin

Title:

Towards Designing Accurate Detection Methods for Emerging Cyber Threats

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Anomaly Detection
Cybersecurity
Machine Learning
Deep Learning
Cyberthreats
Malware

File:

Download lunpin_dissertation.pdf

Committee Members:

Peng Liu, Co-Chair of Committee
G. Tan, Major Field Member
Sencun Zhu, Chair & Dissertation Advisor
Anna Squicciarini, Outside Unit & Field Member
Guohong Cao, Major Field Member
Chitaranjan Das, Program Head/Chair

Author:

Schuessler, Joseph

Title:

Adversarial Attacks and Defense in Long Short-Term Memory Recurrent Neural Networks

Graduate Program:

Electrical Engineering (MS)

Keywords:

Adversarial Attacks
Data Poisoning
Recurrent Neural Networks
LSTM
Deep Learning
Machine Learning

File:

Download SchuesslerThesis.pdf

Committee Members:

Kultegin Aydin, Program Head/Chair
David Jonathan Miller, Thesis Advisor/Co-Advisor
George Kesidis, Committee Member
Carina Pamela Curto, Committee Member

Author:

Hu, Weiming

Title:

Uncertainty Quantification for Photovoltaic Energy Production Using Analog Ensemble

Graduate Program:

Geography (PHD)

Keywords:

Ensemble Forecast
Photovoltaic
Machine Learning
Deep Learning

File:

Download 2021_PSU_Dissertation_Hu.pdf

Committee Members:

George Young, Outside Unit Member
Guido Cervone, Chair, Minor Member & Dissertation Advisor
Michael Mann, Outside Field Member
Andrew Carleton, Major Field Member
Cynthia Brewer, Program Head/Chair

Author:

Garcia, Miguel

Title:

Insights on the use of Machine Learning to Predict Retention of Career Soldiers in the United States Army

Graduate Program:

Data Analytics (MS)

Keywords:

Artificial Intelligence
Machine Learning
AI
Deep Learning
Decision Tree
Logistic Regression
Random Forest
XGBoost
Artificial Neural Network
Deep Neural Network
U.S. Army
Military
Attrition
Retention
Person-Event Data Environment
PDE
Department of Defense
DoD
Army Analytics Group
AAG
Naive Bayes
Active Duty
Enlistment
Commissioned Officers
Soldiers
Area Under the Curve
AUC
Data Analytics
Retirement
MEDPROS
PHA
MEPCOM
DTMS
ATMS
ROC Curve
Variable Importance
Preprocessing
Data Quality

File:

Download Insights_on_the_use_of_AI_to_Predict_Retention_of_Career_Soldiers_in_the_US_Army.pdf

Committee Members:

Colin Neill, Program Head/Chair
Partha Mukherjee, Thesis Advisor/Co-Advisor
Guanghua Qiu, Committee Member
Youakim Badr, Thesis Advisor/Co-Advisor

Author:

Girkar, Vrushali Sanjay

Title:

Laboratory Earthquake Prediction using Deep Learning

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Machine Learning
Deep Learning
Earthquake Prediction
Time-Series Prediction
Supervised Regression Problem
Automatic Feature Extraction

File:

Download Vrushali_Thesis.pdf

Committee Members:

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

Author:

Raval, Ronish Samir

Title:

STATE-OF-THE-ART DEEP LEARNING FOR MULTI-PRODUCT INTERMITTENT TIME SERIES FORECASTING

Graduate Program:

Industrial Engineering (MS)

Keywords:

Time Series
Forecasting
Deep Learning
Statistical Analysis

File:

Download Thesis_MSIE_Ronish_Samir_Raval.pdf

Committee Members:

Robert Voigt, Program Head/Chair
Soundar Kumara, Thesis Advisor/Co-Advisor
Saurabh Basu, Committee Member

Author:

Mohammad, Umar Farooq

Title:

Ultrasound image classification and segmentation using deep learning applications

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Deep Learning
Medical Image Segmentation
Medical Image Classification

File:

Login to Download

Committee Members:

Chitaranjan Das, Program Head/Chair
Mohamed Khaled Almekkawy, Thesis Advisor/Co-Advisor
William Evan Higgins, Committee Member

Author:

Agarwala, Vandana

Title:

Cross-Species Prediction of Transcription Factor Binding

Graduate Program:

Statistics (MS)

Keywords:

Bioinformatics
Deep Learning
Gene Regulation
Domain Adaptation
Transfer Learning
Computational Biology
Machine Learning

File:

Login to Download

Committee Members:

Shaun Mahony, Thesis Advisor/Co-Advisor
Qunhua Li, Thesis Advisor/Co-Advisor
Ephraim Hanks, Professor in Charge/Director of Graduate Studies
Xiang Zhu, Committee Member

Author:

Yao, Huaxiu

Title:

Learning to Learn with Structured Knowledge

Graduate Program:

Information Sciences and Technology

Keywords:

Machine Learning
Data Mining
Deep Learning
Meta-learning
Relation Learning
Few-shot Learning

File:

Download PhD_Dissertation_Huaxiu.pdf

Committee Members:

Zhenhui Li, Dissertation Advisor/Co-Advisor
Zhenhui Li, Committee Chair/Co-Chair
Suhang Wang, Committee Member
Xiang Zhang, Committee Member
Lingzhou Xue, Outside Member
Mary Beth Rosson, Program Head/Chair

Author:

Jiang, Zhouqian

Title:

Automated Construction Progress Monitoring using Image Segmentation and Building Information Models

Graduate Program:

Architectural Engineering (PHD)

Keywords:

Construction Progress Monitoring
Building Information Modeling (BIM)
Computer Vision
Image Segmentation
Deep Learning

File:

Download Zhouqian_Jiang_Dissertation_Updated.pdf

Committee Members:

Rob Leicht, Major Field Member
John Messner, Chair & Dissertation Advisor
Julian Wang, Professor in Charge/Director of Graduate Studies
Yuqing Hu, Major Field Member
Yanxi Liu, Outside Unit & Field Member

Author:

Altamimi, Abdulelah Lafi

Title:

Deep Learning Approach to Large-Scale Systems

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Reinforcement Learning
Wildfire Mitigation
Stochastic Model Predictive Control
Classification
System Identification
Parameters Estimation
Deep Learning
Neural Network

File:

Login to Download

Committee Members:

Minghui Zhu, Major Field Member
Constantino Lagoa, Chair & Dissertation Advisor
Jing Yang, Major Field Member
Kostas Papakonstantinou, Outside Unit & Field Member
Madhavan Swaminathan, Program Head/Chair

Author:

He, Fang

Title:

Applications of Deep Learning on Temporal and Graph Data Mining

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Temporal Data Mining
Graph Data Mining
Representation Learning
Deep Learning

File:

Login to Download

Committee Members:

Kamesh Madduri, Major Field Member
Ting He, Major Field Member
Wang-Chien Lee, Chair & Dissertation Advisor
Zhen Lei, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Hussain, Magni Stentoft

Title:

Robotic Green Fruit Thinning for Apple Production

Graduate Program:

Agricultural and Biological Engineering (PHD)

Keywords:

Apples
Robotic Green Fruit Thinning
End-Effector
Fruit Removal Dynamics
Machine Vision
Deep Learning
Instance Segmentation
Orientation Estimation
3D Orientation Estimation
Fruit and Stem Pairing
Fruit Clustering
Collision-Free Path Planning
Path Sequencing
Agricultural Robotics
Crop Load Management

File:

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Committee Members:

Suat Irmak, Program Head/Chair
Long He, Co-Chair & Dissertation Advisor
David Lyons, Major Field Member
James Schupp, Outside Unit & Field Member
Paul Heinemann, Co-Chair & Dissertation Advisor

Author:

Akbari Roshan, Kamyar

Title:

Development And Application Of A ReaxFF Reactive Force Field For Copper And Copper Oxide Interactions With Silicon Via Neural Network Based Parameterization Methods

Graduate Program:

Electrical Engineering (PHD)

Keywords:

ReaxFF
Force Field Developement
INDEEDopt
Optimization
Molecular Dynamics
Deep Learning
Neural Network Inversion

File:

Download Kamyar_Akbari_Roshan_-_Thesis.pdf

Committee Members:

David Miller, Co-Chair & Dissertation Advisor
Abhronil Sengupta, Major Field Member
Saptarshi Das, Outside Unit & Field Member
Seyedehaida Ebrahimi, Major Field Member
Adri van Duin, Co-Chair & Dissertation Advisor
Madhavan Swaminathan, Program Head/Chair

Author:

Yazdani, Amirsaeed

Title:

Training-Robust Design of Deep Neural Networks for Imaging and Vision

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Computer Vision
Image Processing
Artificial Intelligence
Deep Learning
Neural Networks
Photoacoustic Target Localization
Image Relighting
Active Learning
Semantic Segmentation

File:

Login to Download

Committee Members:

Madhavan Swaminathan, Program Head/Chair
Robert Collins, Major Field Member
William Higgins, Major Field Member
Houtan Jebelli, Outside Unit & Field Member
Vishal Monga, Chair & Dissertation Advisor

Author:

Mirbod, Omeed

Title:

In-field Imaging of Apple Orchards Using Stereo Vision for Improved Fruit Size and Yield Estimation

Graduate Program:

Agricultural and Biological Engineering

Keywords:

Machine Vision
Deep Learning
Precision Agriculture
Apple Fruit Sizing
Computer Vision

File:

Download Omeed_Mirbod_MS_Thesis.pdf

Committee Members:

Daeun Choi, Thesis Advisor/Co-Advisor
Richard P Marini, Committee Member
Long He, Committee Member
Paul Heinz Heinemann, Committee Member
Paul Heinz Heinemann, Program Head/Chair

Author:

Bangalore Narasimha Prasad, Sumukha

Title:

Ultrasound Computed Tomography using Deep Learning

Graduate Program:

Computer Science and Engineering

Keywords:

Ultrasound Computer Tomograpghy
Deep Learning
CRF
Encoder-Decoder
Reconstruction

File:

Download SumkhaPrasad_Master_Thesis.pdf

Committee Members:

Mohamed Khaled Almekkawy, Thesis Advisor/Co-Advisor
William Evan Higgins, Committee Member
Chitaranjan Das, Program Head/Chair

Author:

Dasari, Chandu

Title:

Action classification for videos in sports

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Computer Vision
Sports Analytics
Human Pose Estimation
Open Pose
YoloV5
Machine Learning
Deep Learning

File:

Download Thesis_Chandu_Dasari.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
Mahanth Gowda, Thesis Advisor/Co-Advisor
Mahmut Taylan Kandemir, Thesis Advisor/Co-Advisor
Bhuvan Narendra Urgaonkar, Thesis Advisor/Co-Advisor

Author:

Reimer, Tyler

Title:

A UAV IMAGING APPLICATION TO MONITOR BLACK CHERRY FLOWERING AND REGENERATION IN ALLEGHENY NATIONAL FOREST IN PENNSYLVANIA

Graduate Program:

Agricultural and Biological Engineering (MS)

Keywords:

UAV
Drone
Black Cherry
Machine Learning
Computer Vision
Deep Learning
YOLO

File:

Download Tyler_Reimer_Thesis.pdf

Committee Members:

Suat Irmak, Program Head/Chair
Daeun Choi, Thesis Advisor/Co-Advisor
Kelli Hoover, Committee Member
Douglas Alan Miller, Committee Member

Author:

Xin, Yanan

Title:

Mobility-Based Anomaly Detection

Graduate Program:

Geography

Keywords:

Mobility Analysis
Anomaly Detection
Spatial Data Mining
Deep Learning
Machine Learning

File:

Download Doctoral_Dissertation_Xin.pdf

Committee Members:

Alan M Mac Eachren, Dissertation Advisor/Co-Advisor
Alan M Mac Eachren, Committee Chair/Co-Chair
Manzhu Yu, Committee Member
Justine Blanford, Committee Member
Xiaolong (Luke) Zhang, Outside Member
Cynthia Ann Brewer, Program Head/Chair

Author:

Mojahed Yazdi, Reza

Title:

A HYBRID DEEP LEARNING MODEL OF PROCESS-BUILD INTERACTIONS IN ADDITIVE MANUFACTURING

Graduate Program:

Industrial Engineering

Keywords:

Deep Learning
Wavelet Analysis
Process Monitoring
Texture Analysis
Additive Manufacturing
Laser Powder Bed Fusion
Data Analysis
Machine Learning

File:

Download Reza_Mojahed_Yazdi_Master_Thesis.pdf

Committee Members:

Hui Yang, Thesis Advisor/Co-Advisor
Steven James Landry, Program Head/Chair
Soundar Rajan Tirupatikumara, Committee Member
Clyde Lee Giles, Committee Member

Author:

Alshahrani, Mohammed

Title:

deep learning approaches for object tracking and motion estimation of ultrasound imaging sequences

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Deep Learning
Object tracking
CFNet
Advanced-CFNet

File:

Download Final_submission.pdf

Committee Members:

John Sampson, Professor in Charge/Director of Graduate Studies
Mohamed Khaled Almekkawy, Thesis Advisor/Co-Advisor
William Evan Higgins, Committee Member

Author:

Karanam, Kavya Laalasa

Title:

Story Generation Using Intermediate Plot Representation

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Story Summary Block Generation
Natural Language Processing
Deep Learning
Storyline Planning

File:

Download Karanam_KavyaLaalasa_Thesis_2021.pdf

Committee Members:

Chitaranjan Das, Program Head/Chair
C Lee Giles, Thesis Advisor/Co-Advisor
Rui Zhang, Committee Member
Ting-Hao (Kenneth) Huang, Thesis Advisor/Co-Advisor

Author:

Chaemchuen, Piyaphat

Title:

Suspended Sediment Concentration prediction using Deep Learning across the Contiguous United States

Graduate Program:

Civil Engineering (MS)

Keywords:

Suspended Sediment Concentration prediction
Deep Learning
Long Short-Term memory model
The Contiguous United States
Large-scale modeling

File:

Download PIYAPHAT_CHAEMCHUEN_S_THESIS__FIX_REFERENCES_.pdf

Committee Members:

Patrick Fox, Program Head/Chair
Chaopeng Shen, Thesis Advisor/Co-Advisor
Xiaofeng Liu, Committee Member
Li Li, Committee Member

Author:

Sarma, Anup

Title:

Optimizing Deep Learning for Memory and Compute : A joint Algorithm-Architecture Exploration

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Deep Learning
Computer Architecture
Main Memory
CNN and RNN-LSTM
Inference and Training
Sparsity
Performance and Energy Efficiency

File:

Download Dissertation_copy_Final2.pdf

Committee Members:

Vijaykrishnan Narayanan, Major Field Member
C Lee Giles, Outside Unit & Field Member
Asit K Mishra, Special Member
Chitaranjan Das, Program Head/Chair
Mahmut Kandemir, Dissertation Co-Advisor
Chitaranjan Das, Chair & Co-Dissertation Advisr

Author:

Sadat Mohammadi, Milad

Title:

Human-Centric Digital Twin Model of Electric System Maintenance Technicians for Near Real-Time Health and Ergonomic Postural Risk Monitoring

Graduate Program:

Architectural Engineering (PHD)

Keywords:

Human Centric Digital Twin Model
Health Monitoring
Machine Learning
Deep Learning
Ergonomic Risk Assessment

File:

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Committee Members:

Somayeh Asadi, Professor in Charge/Director of Graduate Studies
Somayeh Asadi, Co-Chair & Dissertation Advisor
John Messner, Major Field Member
Houtan Jebelli, Co-Chair & Dissertation Advisor
Mehdi Kiani, Outside Unit & Field Member

Author:

Singal, Garima

Title:

Essays in Applied Machine Learning and Economics

Graduate Program:

Economics (PHD)

Keywords:

Machine Learning
Deep Learning
Computer Vision
Pollution Estimation

File:

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Committee Members:

Marc Albert Henry, Professor in Charge/Director of Graduate Studies
Marc Henry, Major Field Member
Keisuke Hirano, Major Field Member
Manzhu Yu, Outside Unit & Field Member
Minas Sifakis, Special Member
Michael Gechter, Chair & Dissertation Advisor

Author:

Kumar, Adithya

Title:

Leveraging Heterogeneity in Designing Systems For Emerging Datacenter Applications

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Heterogeneity
Tail Latency
Deep Learning
SmartNIC
GPU

File:

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Committee Members:

Chitaranjan Das, Program Head/Chair
Timothy Zhu, Co-Chair of Committee
Bhuvan Urgaonkar, Major Field Member
Anand Sivasubramaniam, Co-Chair & Dissertation Advisor
Qian Wang, Outside Unit & Field Member

Author:

Hall, Kenneth

Title:

Neural Dynamic Mode Decomposition

Graduate Program:

Engineering Science and Mechanics (PHD)

Keywords:

Deep Learning
Neural Network
Dynamic Mode Decomposition
Koopman Operator Theory
Dynamical Systems
NDMD
Acoustic Classification

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Committee Members:

Albert Segall, Program Head/Chair
Joseph Cusumano, Major Field Member
Bruce Gluckman, Chair & Dissertation Advisor
Pierre-Emmanuel Jabin, Outside Unit & Field Member
Joonho Daniel Park, Special Member
Francesco Costanzo, Major Field Member

Author:

Metwaly, Kareem

Title:

Explainable, Informed Deep Learning For Signal And Image Estimation

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Learning
Neural Network
Image Processing
Signal Processing
Algorithm Unrolling
Dehazing
Beampattern Design
Classification
Computer Vision
Attribute Prediction
Prior Guided
Informed Learning
Estimation

File:

Download KareemMetwaly.pdf

Committee Members:

Abhronil Sengupta, Major Field Member
William Higgins, Major Field Member
Vikash Gayah, Outside Unit & Field Member
Vishal Monga, Chair & Dissertation Advisor
Thomas La Porta, Program Head/Chair

Author:

Heebner, Jessica

Title:

Visual Proteomics of Neuronal Growth Cones: Deep Learning Segmentation for Large Scale Analysis of Cryo-Electron Tomograms

Graduate Program:

Biomedical Sciences (PHD)

Keywords:

cryoEM
cryoET
Deep Learning
Image Segmentation
Growth Cones
Proteomics
Actin
Cofilactin
TriC/CCT
Tomography

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Committee Members:

David Degraff, Co-Chair & Outside Field Member
Richard Mailman, Outside Unit Member
Matthew Swulius, Chair & Dissertation Advisor
Maria Bewley, Major Field Member
Fang Tian, Major Field Member
Lisa Shantz, Program Head/Chair

Author:

Xu, Dongkuan

Title:

Resource-efficient Deep Learning: Democratizing AI at Scale

Graduate Program:

Information Sciences and Technology (PHD)

Keywords:

Deep Learning
Democratization
Efficient
Artificial Intelligence
Model Compression
Graph Neural Network
Acceleration

File:

Download PhD_dessertation_Dongkuan_Xu_Resource_efficient_Deep_Learning_FinalVersion.pdf

Committee Members:

Dongwon Lee, Major Field Member
Xiang Zhang, Chair & Dissertation Advisor
Xiao Liu, Outside Unit & Field Member
Mary Beth Rosson, Program Head/Chair
Suhang Wang, Major Field Member

Author:

Mahmud, Md Sultan

Title:

STUDY OF CORE TECHNOLOGIES IN TREE CANOPY PARAMETER MEASUREMENTS FOR DEVELOPING AN ADVANCED PRECISION SPRAYER

Graduate Program:

Agricultural and Biological Engineering (PHD)

Keywords:

Tree Canopy Sensing
Canopy Density Measurement
Canopy Volume Measurement
LiDAR Sensing
Camera Vision System
Deep Learning
Unmanned Aerial Vehicle
Precision Spraying
Site-Specific Management
Precision Crop Protection

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Committee Members:

Long He, Chair & Dissertation Advisor
Daeun Choi, Major Field Member
Grzegorz Krawczyk, Outside Unit & Field Member
Paul Heinemann, Major Field Member
Heping Zhu, Special Member
Suat Irmak, Program Head/Chair

Author:

Tan, Tianxiang

Title:

Deep learning on Mobile Devices with Neural Processing Units

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Mobile computing
Edge computing
Deep Learning

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Committee Members:

Bhuvan Urgaonkar, Major Field Member
Suhang Wang, Outside Unit & Field Member
Mahanth Gowda, Major Field Member
Guohong Cao, Chair & Dissertation Advisor
Chitaranjan Das, Program Head/Chair

Author:

Jenkins, Porter

Title:

Towards Sample Efficiency in Deep Learning

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Machine Learning
Bayesian
Representation Learning

File:

Download Final_Defense__Towards_Statistical_Efficiency_in_Deep_Learning.pdf

Committee Members:

Jessie Li, Dissertation Advisor/Co-Advisor
Jessie Li, Committee Chair/Co-Chair
Suhang Wang, Committee Member
Zihan Zhou, Committee Member
Ephraim Mont Hanks, Outside Member
Vasant Gajanan Honavar, Program Head/Chair

Author:

Gupta, Shantanu

Title:

Predicting Driver's Takeover Decisions in a Conditionally Automated Vehicle with Gaze Based Deep Learning Architectures

Graduate Program:

Industrial Engineering (MS)

Keywords:

Conditionally Automated Vehicles
Machine Learning
Deep Learning
Situational Awareness
Takeover Performance

File:

Download Shantanu_Masters_Thesis.pdf

Committee Members:

Yiqi Zhang, Thesis Advisor/Co-Advisor
Vittaldas V Prabhu, Committee Member
Steven Landry, Program Head/Chair

Author:

Wang, Zhilong

Title:

Deep Learning for Security-oriented Program Analysis

Graduate Program:

Informatics (PHD)

Keywords:

Deep Learning
Software Security
Program Analysis
Binary Analysis

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Committee Members:

Jeffrey Bardzell, Program Head/Chair
Peng Liu, Chair & Dissertation Advisor
Suhang Wang, Major Field Member
Sencun Zhu, Outside Unit & Field Member
Amulya Yadav, Major Field Member

Author:

Xue, Yuan

Title:

Deep Generative Models for Medical Images and Beyond

Graduate Program:

Information Sciences and Technology

Keywords:

Deep Learning
Computer Vision
Generative Models
Medical Image Analysis

File:

Download Deep_Generative_Models_for_Medical_Images_and_Beyond.pdf

Committee Members:

Sharon Xiaolei Huang, Dissertation Advisor/Co-Advisor
Sharon Xiaolei Huang, Committee Chair/Co-Chair
Zihan Zhou, Committee Member
Ting Wang, Committee Member
Robert Collins, Outside Member
James Duncan, Special Member
Mary Beth Rosson, Program Head/Chair

Author:

Xu, Fangcao

Title:

Multi-Geometry Atmospheric Correction and Target Spectra Retrieval from Hyperspectral Images via Deep Learning

Graduate Program:

Geography (PHD)

Keywords:

hyperspectral image
Longwave Infrared
Visible and Near Infrared
Atmospheric Correctioin
Target Detection
Deep Learning
Convolutional Neural Network

File:

Download Dissertation_FangcaoXu.pdf

Committee Members:

Douglas Miller, Major Field Member
Guido Cervone, Chair, Minor Member & Dissertation Advisor
Andrew Carleton, Major Field Member
Christelle Wauthier, Outside Unit & Field Member
Brian King, Program Head/Chair

Author:

Almadih, Mustafa

Title:

Acoustic Analysis and Detection of the Effects of Vapor-Liquid Interfacial Morphology on Pool-Boiling Heat Transfer for Different Materials

Graduate Program:

Mechanical Engineering (PHD)

Keywords:

Pool Boiling
Acoustic Analysis
Digital Signal Processing Tools
Boiling Regimes Identification
Deep Learning

File:

Download Mustafa_almadih-Dissertation.pdf

Committee Members:

Minghui Zhu, Outside Unit & Field Member
Fan-Bill Cheung, Chair & Dissertation Advisor
Stephen M. Bajorek, Special Member
Christopher Rahn, Major Field Member
Daniel Cortes Correales, Major Field Member
Daniel Connell Haworth, Program Head/Chair

Author:

Li, Xuelu

Title:

Regularized Learning for Discriminative Problems in Image Recognition

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Histopathological Image Classification
Fine-grained Image Classification
3-D Vessel Segmentation
Sparse Representation based Classification
Deep Learning
Shared Feature Learning

File:

Download xuelu_thesis.pdf

Committee Members:

Puneet Singla, Outside Unit & Field Member
William Higgins, Major Field Member
Vishal Monga, Chair & Dissertation Advisor
Kultegin Aydin, Program Head/Chair
Jing Yang, Major Field Member

Author:

Rao, Aniruddha Rajendra

Title:

Statistical Methods for Non-Linear Modeling in Functional Data

Graduate Program:

Statistics (PHD)

Keywords:

Functional Data
Neural Network
Deep Learning
Non-Linear Modeling
Imputation

File:

Download Defense_Document_Aniruddha.pdf

Committee Members:

Lin Lin, Major Field Member
Suhang Wang, Outside Unit & Field Member
Jia Li, Major Field Member
Matthew Reimherr, Chair & Dissertation Advisor
Ephraim Hanks, Program Head/Chair

Author:

Saab, Samer

Title:

Investigation of Deep Neural Networks From Control and Optimization Perspectives

Graduate Program:

Electrical Engineering (PHD)

Keywords:

Deep Learning
Neural Networks
Optimization
Control Theory
First-order Gradient Descent
Heavy-ball Optimizer
Recurrent Neural Networks
State-space Representations

File:

Download SamerSaabJr_Dissertation.pdf

Committee Members:

Minghui Zhu, Co-Chair & Dissertation Advisor
Shashi Phoha, Co-Chair of Committee
Puneet Singla, Outside Unit & Field Member
Nilanjan Ray Chaudhuri, Major Field Member
Asok Ray, Major Field Member & Dissertation Advisor
Kultegin Aydin, Program Head/Chair