Abstract
Alternating direction method (ADM), which decomposes a large-scale original variational inequality (VI) problem into a series of smaller scale subproblems, is very attractive for solving a class of VI problems with a separable structure. This type of method can greatly improve the efficiency, but cannot avoid solving VI subproblems. In this paper, we propose a hybrid splitting method with variable parameters for separable VI problems. Specifically, the proposed method solves only one strongly monotone VI subproblem and a well-posed system of nonlinear equations in each iteration. The global convergence of the new method is established under some standard assumptions as those in classical ADMs. Finally, some preliminary numerical results show that the proposed method performs favourably in practice.
| Original language | English |
|---|---|
| Pages (from-to) | 725-742 |
| Number of pages | 18 |
| Journal | Optimization Methods and Software |
| Volume | 28 |
| Issue number | 4 |
| DOIs | |
| State | Published - 1 Aug 2013 |
| Externally published | Yes |
Keywords
- alternating direction method
- nonlinear equations
- separable structure
- splitting method
- variational inequality problems
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