23 citations · 57 across the 4 of their papers we have counts for
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Expert-Guided Inverse Optimization for Convex Constraint Inference
Houra Mahmoudzadeh, Kimia Ghobadi
Conventional inverse optimization inputs a solution and finds the parameters of an optimization model that render a given solution optimal. The literature mostly focuses on inferri…
Robust Direct Aperture Optimization for Radiation Therapy Treatment Planning
Danielle A. Ripsman, Thomas G. Purdie, Timothy C. Y. Chan +1
Intensity-modulated radiation therapy (IMRT) allows for the design of customized, highly-conformal treatments for cancer patients. Creating IMRT treatment plans, however, is a math…
Inferring Linear Feasible Regions using Inverse Optimization
Kimia Ghobadi, Houra Mahmoudzadeh
Consider a problem where a set of feasible observations are provided by an expert and a cost function is defined that characterizes which of the observations dominate the others an…
Effective Budget of Uncertainty for Classes of Robust Optimization
Milad Dehghani Filabadi, Houra Mahmoudzadeh
Robust optimization (RO) tackles data uncertainty by optimizing for the worst-case scenario of an uncertain parameter and, in its basic form, is sometimes criticized for producing…