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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:

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:

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:

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:

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:

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:

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