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Open Access

Author:: Liu, Hongcheng
Title:: nonsmooth optimization with applications in network design and machine learning
Graduate Program:: Industrial Engineering
Keywords:: Nonsmooth optimization
machine learning
network design
folded concave penalty
sparse recovery
File:: Download HongchengLiu_new-Dissertation-copy.pdf
Committee Members:: Tao Yao, Committee Chair/Co-Chair
Terry Lee Friesz, Committee Chair/Co-Chair
Necdet S Aybat, Committee Member
Runze Li, Committee Member

Open Access

Author:: Sun, Yuqi
Title:: OPTIMIZATION ALGORITHMS AND APPLICATIONS IN TRAFFIC SIGNAL CONTROL AND MACHINE LEARNING
Graduate Program:: Industrial Engineering
Keywords:: optimization
dynamic network loading
machine learning
File:: Download Yuqi_Sun-Dissertation.pdf
Committee Members:: Tao Yao, Dissertation Advisor/Co-Advisor

Open Access

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

Open Access

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

Open Access

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

Open Access

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

Open Access

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

Open Access

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

Open Access

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

Open Access

Author:: Basile, Anna Okula
Title:: CONTINUING TO SEARCH FOR THE MISSING HERITABILITY USING BIOLOGICALLY-INSPIRED AND DATA-DRIVEN APPROACHES
Graduate Program:: Biochemistry, Microbiology, and Molecular Biology
Keywords:: human genetics
complex disease
machine learning
informatics
pattern recognition
rare variants
missing heritability
File:: Download Basile_PhD_Dissertation_Revisions_Final_022118.pdf
Committee Members:: Marylyn Deriggi Ritchie, Dissertation Advisor/Co-Advisor
Marylyn Deriggi Ritchie, Committee Chair/Co-Chair
Santhosh Girirajan, Committee Member
Ross Cameron Hardison, Committee Member
George H Perry, Outside Member

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