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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:

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:

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:

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:

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:

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:

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:

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:

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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:

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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:

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