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Solving Dynamic Programming Problems on a Computational Grid / Yongyang Cai, Kenneth L. Judd, Greg Thain, Stephen J. Wright.
- Format:
- Book
- Author/Creator:
- Cai, Yongyang.
- Series:
- Working Paper Series (National Bureau of Economic Research) no. w18714.
- NBER working paper series no. w18714
- Language:
- English
- Physical Description:
- 1 online resource: illustrations (black and white);
- Place of Publication:
- Cambridge, Mass. National Bureau of Economic Research 2013.
- Summary:
- We implement a dynamic programming algorithm on a computational grid consisting of loosely coupled processors, possibly including clusters and individual workstations. The grid changes dynamically during the computation, as processors enter and leave the pool of workstations. The algorithm is implemented using the Master-Worker library running on the HTCondor grid computing platform. We implement value function iteration for several large dynamic programming problems of two kinds: optimal growth problems and dynamic portfolio problems. We present examples that solve in hours on HTCondor but would take weeks if executed on a single workstation. The use of HTCondor can increase a researcher's computational productivity by at least two orders of magnitude.
- Notes:
- Print version record
- January 2013.
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