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Open Access

Author:: Dong, Yi
Title:: Generalized method of moments approach for hyperparameter estimation for Gaussian Markov random ﬁelds
Graduate Program:: Industrial Engineering
Keywords:: Generalized method of moments
Gaussian Markov Random Field
Discrete Optimization via Simulation
Maximum Likelihood Estimation
File:: Download Yi_Dong_thesis_final.pdf
Committee Members:: Eunhye Song, Thesis Advisor/Co-Advisor

Open Access

Author:: Hoffman, Michael L
Title:: Condition-based Maintenance Policy Optimization Using Genetic Algorithms and Gaussian Markov Improvement Algorithm
Graduate Program:: Industrial Engineering
Keywords:: condition-based maintenance
maintenance optimization
genetic algorithm
gaussian markov improvement algorithm
File:: Download Hoffman_Thesis.pdf
Committee Members:: Soundar Kumara, Thesis Advisor/Co-Advisor
Eunhye Song, Thesis Advisor/Co-Advisor
Michael Brundage, Committee Member

Open Access

Author:: Duan, Lisha
Title:: Coordinated Supplier Selection, Inventory Replenishment, and Pricing Decisions in Supply Chain Management
Graduate Program:: Industrial Engineering
Keywords:: Supply chain management
Supplier selection
Integrated inventory planning
Length of time period
Price-sensitive demand
Logit demand function
Decentralized supply chain
Game theory
File:: Download Disseration_Lisha_Duan.pdf
Committee Members:: José A. Ventura, Dissertation Advisor/Co-Advisor
José A. Ventura, Committee Chair/Co-Chair
Eunhye Song, Committee Member
Huanan Zhang, Committee Member
Saurabh Bansal, Outside Member

Open Access

Author:: Yao, Bing
Title:: Physical-Statistical Modeling and Optimization of Complex Systems - Healthcare and Manufacturing Applications
Graduate Program:: Industrial Engineering
Keywords:: Physical-statistical modeling and optimization
Spatiotemporal regularization
Sequential decision making
Energy-efficient mobile sensing
Multifractal analysis
Quality control
Additive Manufacturing
Inverse ECG modeling
File:: Download BingYao_dissertation.pdf
Committee Members:: Hui Yang, Dissertation Advisor/Co-Advisor
Hui Yang, Committee Chair/Co-Chair
Soundar Kumara, Committee Member
Eunhye Song, Committee Member
Xingyuan Fang, Outside Member
Soraya M Samii, Special Member

Open Access

Author:: Liu, Ning
Title:: DATA-DRIVEN MODELING AND INTERPRETABLE MACHINE LEARNING WITH APPLICATIONS IN HEALTHCARE
Graduate Program:: Industrial Engineering
Keywords:: Data-Driven Modeling
Interpretable Machine Learning
Healthcare Analytics
Drug-Drug Interactions
Patient Satisfaction
File:: Download NingLiu-Dissertation-FinalVersion.pdf
Committee Members:: Soundar Kumara, Dissertation Advisor/Co-Advisor
Soundar Kumara, Committee Chair/Co-Chair
Guodong Pang, Committee Member
Eunhye Song, Committee Member
Terry Harrison, Outside Member
Ling Rothrock, Program Head/Chair

Open Access

Author:: Mahmoud, Line
Title:: A Mean-Field Game With Customer Admission Control
Graduate Program:: Industrial Engineering
Keywords:: Queueing Theory
Game Theory
Mean Field Games
Admission Control
Threshold Policy
Stochastic Processes
Simulation
File:: Download LineMahmoud-Thesis.pdf
Committee Members:: Guodong Pang, Thesis Advisor/Co-Advisor
Eunhye Song, Committee Member
Steven James Landry, Program Head/Chair

Open Access

Author:: Jalilzadeh, Afrooz
Title:: Variance-reduced First-Order Methods for Convex Stochastic Optimization and Monotone Stochastic Variational Inequality Problems
Graduate Program:: Industrial Engineering
Keywords:: Stochastic Optimization
Convex Optimization
Stochastic Approximation
Nonsmooth Optimization
Stochastic Variational Inequality
File:: Download Afrooz_Jalilzadeh_PhD_dissertation.pdf
Committee Members:: Vinayak V Shanbhag, Dissertation Advisor/Co-Advisor
Vinayak V Shanbhag, Committee Chair/Co-Chair
Necdet S Aybat, Committee Member
Eunhye Song, Committee Member
Xingyuan Fang, Outside Member
Ling Rothrock, Program Head/Chair

Open Access

Author:: Bukenberger, Jesse
Title:: Latent Factor Approximating Models for Stochastic Optimization: Applications to Power System Planning
Graduate Program:: Industrial Engineering
Keywords:: Transmission Planning
Stochastic Optimization
Principal Components Analysis
Large-Scale Optimization
Discrete Optimization
Approximation Methods
Clustering Methods
Energy Systems
Planning
File:: Download Bukenberger_Dissertation.pdf
Committee Members:: Mort D Webster, Dissertation Advisor/Co-Advisor
Mort D Webster, Committee Chair/Co-Chair
Vinayak V Shanbhag, Committee Member
Eunhye Song, Committee Member
Steven J Greybush, Outside Member
Steven James Landry, Program Head/Chair

Open Access

Author:: Chen, Peng
Title:: Confidence Regions for Response Surface Optima based on Parametric and Nonparametric Models
Graduate Program:: Industrial Engineering
Keywords:: Response Surface Methodology
Regression
Random Processes
Optimization
Statistical Inference
File:: Download Dissertation_Peng_Chen_08252020.pdf
Committee Members:: Enrique Del Castillo, Dissertation Advisor/Co-Advisor
Enrique Del Castillo, Committee Chair/Co-Chair
Necdet S Aybat, Committee Member
Eunhye Song, Committee Member
Bharath Kumar Sriperumbudur, Outside Member
Wen Shen, Outside Member
Steven James Landry, Program Head/Chair

Open Access

Author:: Garza, Angela
Title:: INTEGRATING OPTIMIZATION AND ARTIFICIAL INTELLIGENCE - AGENT BASED MODELING FOR OPTIMAL WORKFORCE PLANNING
Graduate Program:: Industrial Engineering
Keywords:: agent-based modeling
workforce planning
system dynamics
multi-objective mathematical programming
artificial intelligence
optimization
File:: Download Garza_Final_Dissertation_20191205.pdf
Committee Members:: Soundar Rajan Tirupatikumara, Dissertation Advisor/Co-Advisor
Soundar Rajan Tirupatikumara, Committee Chair/Co-Chair
Jay Dean Martin, Special Member
Eunhye Song, Committee Member
Akhil Kumar, Outside Member
Daniel A. Finke, Committee Member
Ling Rothrock, Program Head/Chair

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