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math.OC2019★ 5 cited
An iterative regularized mirror descent method for ill-posed nondifferentiable stochastic optimization
Mostafa Amini, Farzad Yousefian
A wide range of applications arising in machine learning and signal processing can be cast as convex optimization problems. These problems are often ill-posed, i.e., the optimal so…
math.OC2018
An Iterative Regularized Incremental Projected Subgradient Method for a Class of Bilevel Optimization Problems
Mostafa Amini, Farzad Yousefian
We study a class of bilevel convex optimization problems where the goal is to find the minimizer of an objective function in the upper level, among the set of all optimal solutions…