418 citations · 3.5k across the 221 of their papers we have counts for
4 papers · 1 filter
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…
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…
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…
-Box ADMM: A Versatile Framework for Integer Programming
Baoyuan Wu, Bernard Ghanem
This paper revisits the integer programming (IP) problem, which plays a fundamental role in many computer vision and machine learning applications. The literature abounds with many…