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Optimization via simulation: two-stage NP method with inheritance
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Source Winter Simulation Conference archive
Proceedings of the 34th conference on Winter simulation: exploring new frontiers table of contents
San Diego, California
SESSION: Analysis methodology table of contents
Pages: 279 - 284  
Year of Publication: 2002
ISBN:0-7803-7615-3
Authors
Jumi Kim  Iowa State University, Ames, IA
Sigurdur Ólafsson  Iowa State University, Ames, IA
Sponsors
IEEE/CS : Institute of Electrical and Electronics Engineers/Computer Society
ASA : American Statistical Association
IEEE/SMCS : Institute of Electrical and Electronics Engineers/Systems, Man, and Cybernetics Society
INFORMS/CS : Institute for Operations Research and the Management Sciences/College on Simulation
NIST : National Institute of Standards and Technology
ACM: Association for Computing Machinery
(SCS) : The Society for Modeling and Simulation International
SIGSIM: ACM Special Interest Group on Simulation and Modeling
IIE : Institute of Industrial Engineers
Publisher
Winter Simulation Conference 
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ABSTRACT

The nested partitions method is a flexible and effective framework of optimizing large-scale problems with combinatorial structure. In this paper we consider the nested partitions method for simulation optimization and propose a new variant that uses inheritance to speed convergence. The new nested partitions method with inheritance algorithm performs well for when applied to test problems but it also calls for new analysis of convergence.


REFERENCES

Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.

 
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Fu, M. C. 1994. "Stochastic Optimization using Simulation: A review," Annals of Operations Research, 53, 199--248.
 
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Jacobson, S. H. and L. W. Schruben. 1989. "A Review of Techniques for Simulation Optimization," Operations Research Letters, 8, 1--9.
 
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Matejcik, F. J. and B. L. Nelson. 1995. "Two-Stage Multiple Comparisons with the Best for Computer Simulation," Operations Research, 43, 633--640.
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Ólafsson, S. and L. Shi. 2000. "A Method for Scheduling in Parallel Manufacturing Systems with Flexible Resources," IIE Transactions on Scheduling and Logistics, 32: 135--146.
 
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Rinott, Y. 1978. "On Two-Stage Selection Procedures and Related Probability-in-Equalities," Communications in Statistics, A7, 799--811.
 
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Shi, L. and S. Ólafsson. 1998. "Nested Partitions Method for Stochastic Optimization," Working Paper Series, 98--116, Department of Industrial and Manufacturing Systems Engineering, Iowa State University.
 
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Collaborative Colleagues:
Jumi Kim: colleagues
Sigurdur Ólafsson: colleagues