418 citations · 3.5k across the 221 of their papers we have counts for
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math.OC2016
A Matrix Splitting Method for Composite Function Minimization
Ganzhao Yuan, Wei-Shi Zheng, Bernard Ghanem
Composite function minimization captures a wide spectrum of applications in both computer vision and machine learning. It includes bound constrained optimization and cardinality re…
math.OC2016★ 20 cited
Sparsity Constrained Minimization via Mathematical Programming with Equilibrium Constraints
Ganzhao Yuan, Bernard Ghanem
Sparsity constrained minimization captures a wide spectrum of applications in both machine learning and signal processing. This class of problems is difficult to solve since it is…
math.OC2016★ 35 cited
Binary Optimization via Mathematical Programming with Equilibrium Constraints
Ganzhao Yuan, Bernard Ghanem
Binary optimization is a central problem in mathematical optimization and its applications are abundant. To solve this problem, we propose a new class of continuous optimization te…