nonconvex optimizationmultilinear functions90C2690C30We expand the scope of the alternating direction method of multipliers (ADMM). Specifically, we show that ADMM, when employed to solve problems with multiaff
Consensus Optimization([1]第7章)其他:Graph Form, Conic Programming,Semidefinite Programming ... 还有一些进阶版的ADMM使用,实在写不动了,就简单提一下吧。基于ADMM的分布式优化算法解graph form of constrained convex optimization:可以参考[8]。用ADMM求解conic optimization可以参考[9],开源代码地址:SCS(github....
A note on the convergence of ADMM for linearly constrained convex optimization problems， Computational...
This paper addresses the longstanding challenge of soft body dynamics with frictional contact through a novel combination of Projective Dynamics for elasticity simulation and Alternating Direction Method of Multipliers for frictional contact handling. The approach utilizes parallel local strain projection for d...
Specifically, we show that ADMM, when employed to solve problems with multiaffine constraints that satisfy certain easily verifiable assumptions, converges to the set of constrained stationary points if the penalty parameter in the augmented Lagrangian is sufficiently large. Our analysis applies under ...
In the first part of this paper, we propose an inertial proximal ADMM to solve a linearly constrained separable multi-block convex optimization problem, and we show that the proposed inertial proximal ADMM has global convergence under mild assumptions on the regularization matrices. Affine phase ...
最后一个note：在下列文章中，作者指出了其实这里给出的Boyd等人的分析实际上还隐含了一些更强的condition才能成立。。。A note on the convergence of ADMM for linearly constrained convex optimization problems， Computational Optimization and Applications, March 2017, Volume 66, Issue 2, pp 327–343 交替...
就简单提一下吧。基于ADMM的分布式优化算法解graph form of constrained convex optimization：...
就简单提一下吧。基于ADMM的分布式优化算法解graph form of constrained convex optimization：...
Affine composition:Finite pointwise maximum:Norms:To each norm\left\| \cdot\right\|, there is a...