Article ID: | iaor20063658 |
Country: | Netherlands |
Volume: | 142 |
Issue: | 1 |
Start Page Number: | 259 |
End Page Number: | 268 |
Publication Date: | Feb 2006 |
Journal: | Annals of Operations Research |
Authors: | Kallio Markku, Pennanen Teemu |
This paper derives a new splitting-based decomposition algorithm for convex stochastic programs. It combines certain attractive features of the progressive hedging algorithm of Rockafellar and Wets, the dynamic splitting algorithm of Salinger and Rockafellar and an algorithm of Korf. We give two derivations of our algorithm. The first one is very simple, and the second one yields a preconditioner that resulted in a considerable speed-up in our numerical tests.