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Author:

Ramcharan, Amanda Maria

Title:

Multidisciplinary Applications of U.S. Soils Datasets: Machine Learning Models, Data Mining, and Land Use Analyses

Graduate Program:

Agricultural and Biological Engineering

Keywords:

soil
machine learning
agroecosystem modeling
digital soil mapping
soil pedotransfer functions
random forest
data mining

File:

Download Ramcharan_Dissertation.4-12-17..pdf

Committee Members:

Thomas L. Richard, Dissertation Advisor/Co-Advisor
Thomas L. Richard, Committee Chair/Co-Chair
Heather Gall, Committee Member
Douglas Miller, Committee Member
Tomislav Hengl, Outside Member

Author:

Yu, Yifeng

Title:

RISK-ADJUSTED MONITORING, COST-EFFECTIVENESS, AND META-ANALYSIS FOR DATA-DRIVEN HEALTHCARE FOR TOTAL HIP ARTHROPLASTY

Graduate Program:

Industrial Engineering

Keywords:

total hip arthroplasty
risk-adjusted monitoring
meta-analysis
machine learning
statistical process control
cost-effectiveness
Markov simulation model

File:

Download Dissertation_Yifeng_Yu_Final.pdf

Committee Members:

Harriet Nembhard, Dissertation Advisor/Co-Advisor
Harriet Nembhard, Committee Chair/Co-Chair
Conrad Tucker, Committee Member
Ling Rothrock, Committee Member
Naleef Fareed, Outside Member
Andrea Yevchak-Sillner, Special Member

Author:

Srinivas, Sharan

Title:

Analytics-Driven Design of Multi-Phase Multi-Provider Appointment System for Patient Scheduling

Graduate Program:

Industrial Engineering

Keywords:

patient scheduling
open access
multi-phase multi-provider
scheduling rules
appointment system design
hybrid appointment system
data analytics
machine learning
patient no-shows

File:

Download Doctoral_Dissertation_SharanS.pdf

Committee Members:

Dr. A. Ravi Ravindran, Dissertation Advisor/Co-Advisor
Dr. A. Ravi Ravindran, Committee Chair/Co-Chair
Dr. M. Jeya Chandra, Committee Member
Dr. Vittal Prabhu, Committee Member
Dr. Dennis K. J. Lin, Outside Member

Author:

Sung, Yi Shan

Title:

NETWORK ANALYTICS AND MACHINE LEARNING: APPLICATIONS TO ONLINE SOCIAL NETWORKS AND HEALTHCARE SYSTEMS

Graduate Program:

Industrial Engineering

Keywords:

network analytics
machine learning
healthcare analytics
online social networks
dominance attribute
community detection
provider order recommendation system
length of stay
remaining length of stay
classification
prediction

File:

Download phd_thesis_yishan.pdf

Committee Members:

Soundar Rajan Tirupatikumara, Dissertation Advisor/Co-Advisor
Soundar Rajan Tirupatikumara, Committee Chair/Co-Chair
Guodong Pang, Committee Member
Tao Yao, Committee Member
Reka Z Albert, Outside Member
Kamesh Madduri, Outside Member
LiYing Cui, Special Member

Author:

Ray Choudhury, Sagnik

Title:

An Architecture for Multimodal Information Extraction from Scholarly Documents

Graduate Program:

Information Sciences and Technology

Keywords:

digital libraries
information extraction
semantic scholar
document elements
machine learning
image [processing
vector graphics

File:

Download phd_thesis_final_sagnik.pdf

Committee Members:

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

Author:

Jones, Zachary Maddox

Title:

Interpretable Statistical Learning

Graduate Program:

Political Science

Keywords:

machine learning
interpretability

File:

Download jones_diss.pdf

Committee Members:

Bruce A Desmarais Jr., Dissertation Advisor/Co-Advisor
Bruce A Desmarais Jr., Committee Chair/Co-Chair
Bumba Mukherjee, Committee Member
Christopher Jon Zorn, Committee Member
Bharath Kumar Sriperumbudur, Outside Member

Author:

Putcha, Venkataramana B

Title:

INTEGRATION OF NUMERICAL AND MACHINE LEARNING PROTOCOLS FOR COUPLED RESERVOIR-WELLBORE MODELS: A STUDY FOR GAS LIFT OPTIMIZATION

Graduate Program:

Energy and Mineral Engineering

Keywords:

numerical simulation
machine learning
gas lift
neural networks
petroleum
production
optimization

File:

Download Venkat_Dissertation_Final.pdf

Committee Members:

Turgay Ertekin, Dissertation Advisor/Co-Advisor
Turgay Ertekin, Committee Chair/Co-Chair
Eugene C Morgan, Committee Member
Kamesh Madduri, Committee Member
Sridhar Anandakrishnan, Outside Member