A heuristic framework for a class of robust optimization problems is proposed. The heuristic framework explores dual information. The heuristic is successfully applied to solve two robust optimization problems. The heuristic is able to outperform a widely used 2-approximation procedure. A robust optimization version of the restricted shortest path problem is introduced.
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