58 citations · 58 across the 3 of their papers we have counts for
3 papers
math.OC2024
Classification and Treatment Learning with Constraints via Composite Heaviside Optimization: a Progressive MIP Method
Yue Fang, Junyi Liu, Jong-Shi Pang
This paper proposes a Heaviside composite optimization approach and presents a progressive (mixed) integer programming (PIP) method for solving multi-class classification and multi…
math.OC2023
The Minimization of Piecewise Functions: Pseudo Stationarity
Ying Cui, Junyi Liu, Jong-Shi Pang
There are many significant applied contexts that require the solution of discontinuous optimization problems in finite dimensions. Yet these problems are very difficult, both compu…
math.OC2014★ 58 cited
Parallel Successive Convex Approximation for Nonsmooth Nonconvex Optimization
Meisam Razaviyayn, Mingyi Hong, Zhi-Quan Luo +1
Consider the problem of minimizing the sum of a smooth (possibly non-convex) and a convex (possibly nonsmooth) function involving a large number of variables. A popular approach to…