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Author:

Dering, Matthew Lewis

Title:

Generation and Evaluation of Design Using Deep Neural Networks

Graduate Program:

Computer Science and Engineering

Keywords:

Deep learning
design
generative models
prototyping

File:

Download Dering-Dissertation.pdf

Committee Members:

Daniel Kifer, Dissertation Advisor/Co-Advisor
Conrad S Tucker, Committee Chair/Co-Chair
Rebecca Jane Passonneau, Committee Member
Mohamed Khaled Almekkawy, Committee Member
Timothy Raymond Brick, Outside Member

Author:

Mahmood, Navid

Title:

APPLYING DEEP LEARNING TECHNIQUES TO GENERATE MEDICAL IMAGES

Graduate Program:

Computer Science and Engineering

Keywords:

Adversarial learning
deep learning
image synthesis
residual learning
Deep learning
Medical image
Generative network
Image registration
Residual learning

File:

Download Thesis.pdf

Committee Members:

Mohamed Khaled Almekkawy, Thesis Advisor/Co-Advisor
Mehrdad Mahdavi, Committee Member
Chitaranjan Das, Committee Member

Author:

Chen, Yukun

Title:

Aggregated Wasserstein distance for hidden Markov models and automated morphological characterization of placenta from photos

Graduate Program:

Information Sciences and Technology

Keywords:

Data science
Aggregated Wasserstein
Optimal transport
Hidden Markov model
Placenta
Pathology
Morphological characterization
Deep learning

File:

Download YukunChen-Dissertation.pdf

Committee Members:

James Z Wang, Dissertation Advisor/Co-Advisor
Jia Li, Committee Chair/Co-Chair
Xinyu Xing, Committee Member
Xiang Zhang, Committee Member
David Russell Hunter, Outside Member
Dashun Wang, Special Member
James Z Wang, Committee Chair/Co-Chair
Mary Beth Rosson, Program Head/Chair

Author:

Zhou, Qianying

Title:

Data Augmentation Strategies For Cervical Histopathology Image Classification

Graduate Program:

Information Sciences and Technology

Keywords:

Data augmentation
Deep learning
Generative Adversarial Network
Cervical Cancer
Histopathology image

File:

Download master_thesis_Qianying.pdf

Committee Members:

Sharon Xiaolei Huang, Thesis Advisor/Co-Advisor
Peng Liu, Committee Member
Zihan Zhou, Committee Member
Mary Beth Rosson, Program Head/Chair

Author:

Shen, Sida

Title:

Sepsis Data Analytics

Graduate Program:

Industrial Engineering

Keywords:

Machine learning
Deep learning
Sepsis
Healthcare
Unsupervised Learning
Data Mining

File:

Download Thesis_Sida_Shen_Final.pdf

Committee Members:

Soundar Kumara, Thesis Advisor/Co-Advisor
Robert Carl Voigt, Program Head/Chair
Kamesh Madduri, Committee Member

Author:

Zokaeinikoo, Maryam

Title:

Interpretable Artificial Intelligence Models to Detect Chronic and Infectious Diseases

Graduate Program:

Industrial Engineering

Keywords:

Interpretable
Deep learning
Alzheimer's
COVID-19
Attention mechanism

File:

Download Interpretable_Artificial_Intelligence_Models_to_Detect_Chronic_and_Infectious_Diseases_FINAL_Revised.pdf

Committee Members:

Prasenjit Mitra, Dissertation Advisor/Co-Advisor
Soundar Rajan Tirupatikumara, Dissertation Advisor/Co-Advisor
Hui Yang, Committee Member
Qiushi Chen, Committee Member
Akhil Kumar, Outside Member
Steven James Landry, Program Head/Chair
Prasenjit Mitra, Committee Chair/Co-Chair
Soundar Rajan Tirupatikumara, Committee Chair/Co-Chair

Author:

Dawar, Kshitij

Title:

Reinforcement learning for well location optimization

Graduate Program:

Energy and Mineral Engineering

Keywords:

Reinforcement learning
Well location optimization
Well location
Dynamic programming
Multi-stage optimization
Deep learning
Geostatistics
Geostatistical simulation

File:

Download KshitijDawar-Dissertation_EME.pdf

Committee Members:

Sanjay Srinivasan, Dissertation Advisor/Co-Advisor
Sanjay Srinivasan, Committee Chair/Co-Chair
Eugene C Morgan, Committee Member
Jeremy Michael Gernand, Committee Member
Sridhar Anandakrishnan, Outside Member
Mort D Webster, Dissertation Advisor/Co-Advisor
Mort D Webster, Committee Chair/Co-Chair
Mort D Webster, Program Head/Chair

Author:

Osotsi, Ame J

Title:

Extracting information in text and time series datasets

Graduate Program:

Statistics (PHD)

Keywords:

Natural language processing
Information extraction
Change point
Wearable data
Machine learning
Deep learning
Topic model

File:

Download PhD_Thesis___Ame_8_.pdf

Committee Members:

David Hunter, Major Field Member
Qunhua Li, Chair & Dissertation Advisor
Guido Cervone, Outside Unit & Field Member
Matthew Reimherr, Major Field Member
Ephraim Mont Hanks, Program Head/Chair

Author:

Ryoo, Jihyun

Title:

Architecture-Centric Bottleneck Analysis for Machine Learning and Deep Learning Applications

Graduate Program:

Computer Science and Engineering (PHD)

Keywords:

Computer architecture
Architecture profiling
Machine learning
Deep learning
Analysis model
High performance computing
Manycore systems
Parallel computing

File:

Login to Download

Committee Members:

Kamesh Madduri, Major Field Member
Mahmut Kandemir, Chair & Dissertation Advisor
John Sampson, Major Field Member
Dinghao Wu, Outside Unit & Field Member
Chitaranjan Das, Program Head/Chair

Author:

Wang, Yuzhang

Title:

Temperature distribution induced by ultrasound wave propagation using physics based deep learning method

Graduate Program:

Computer Science and Engineering (MS)

Keywords:

Deep learning
PINN
tBHTE
temperature map
ultrasound wave propagation
transducers

File:

Download Thesis_MS_2021_Yuzhang_final_Modified.pdf

Committee Members:

Mohamed Khaled Almekkawy, Thesis Advisor/Co-Advisor
Jesse Louis Barlow, Committee Member
Chitaranjan Das, Program Head/Chair