Optimization of stochastic systems via simulation
WSC '89 Proceedings of the 21st conference on Winter simulation
Journal of Optimization Theory and Applications
A unified view of the IPA, SF, and LR gradient estimation techniques
Management Science
Acceleration of stochastic approximation by averaging
SIAM Journal on Control and Optimization
Asymptotic behavior of optimal solutions in stochastic programming
Mathematics of Operations Research
Sample-path optimization of convex stochastic performance functions
Mathematical Programming: Series A and B
A comparison of perturbation analysis techniques
WSC '96 Proceedings of the 28th conference on Winter simulation
Analysis of sample-path optimization
Mathematics of Operations Research
A review of simulation optimization techniques
Proceedings of the 30th conference on Winter simulation
Retrospective simulation response optimization
WSC '91 Proceedings of the 23rd conference on Winter simulation
Simulation optimization methodologies
Proceedings of the 31st conference on Winter simulation: Simulation---a bridge to the future - Volume 1
Feature Article: Optimization for simulation: Theory vs. Practice
INFORMS Journal on Computing
Newsvendor Networks: Inventory Management and Capacity Investment with Discretionary Activities
Manufacturing & Service Operations Management
Convergence theory for nonconvex stochastic programming with an application to mixed logit
Mathematical Programming: Series A and B
Simulation optimization: a review, new developments, and applications
WSC '05 Proceedings of the 37th conference on Winter simulation
Allocation of simulation runs for simulation optimization
Proceedings of the 39th conference on Winter simulation: 40 years! The best is yet to come
Expert Systems with Applications: An International Journal
The mathematics of continuous-variable simulation optimization
Proceedings of the 40th Conference on Winter Simulation
Simulation-optimization using a reinforcement learning approach
Proceedings of the 40th Conference on Winter Simulation
An adaptive multidimensional version of the Kiefer-Wolfowitz stochastic approximation algorithm
Winter Simulation Conference
Winter Simulation Conference
Convergence properties of direct search methods for stochastic optimization
Proceedings of the Winter Simulation Conference
Multidimensional stochastic approximation: Adaptive algorithms and applications
ACM Transactions on Modeling and Computer Simulation (TOMACS) - Special issue on simulation in complex service systems
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We present a review of methods for simulation optimization. In particular, we focus on gradient-based techniques for continuous optimization. We demonstrate the main concepts using as an example the multidimensional newsvendor problem. We also discuss mathematical techniques and results that are useful in verifying and analyzing the simulation optimization procedures.