Search

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:

Chen, Jianhong

Title:

Reducing Model Complexity and Overcoming Overfitting: Deep Learning Algorithms and Medical Applications

Graduate Program:

Mathematics

Keywords:

Deep learning
Compressed sensing
Medical application

File:

Download JianhongChen-Dissertation.pdf

Committee Members:

Jinchao Xu, Dissertation Advisor/Co-Advisor
Wenrui Hao, Committee Member
Xiantao Li, Committee Member
Ludmil Tomov Zikatanov, Committee Member
Xiang Zhang, Outside Member
Alexei Novikov, Program Head/Chair
Jinchao Xu, Committee Chair/Co-Chair