DocumentCode :
2118554
Title :
Stopping simulated paths early
Author :
Glasserman, Paul ; Staum, Jeremy
Author_Institution :
Graduate Sch. of Bus., Columbia Univ., New York, NY, USA
Volume :
1
fYear :
2001
fDate :
2001
Firstpage :
318
Abstract :
We provide results on stopping simulation paths early as a variance reduction technique, adding to our earlier work on this topic. The problem of pricing a financial instrument with cash flows at multiple times, such as a mortgage-backed security, motivates this approach, which is more broadly applicable to problems in which early steps are more informative than later steps of a path. We prove a limit theorem that demonstrates that this relative informativeness of simulation steps, not the number of steps, determines the effectiveness of the method. Next we consider an extension of the idea of stopping simulation paths early, showing how early stopping can be random and depend on the state a path has reached, yet still produce an unbiased estimator. We illustrate the potential effectiveness of such estimators, and describe directions for future research into their design
Keywords :
economic cybernetics; simulation; theorem proving; cash flows; early simulation path stopping; financial instrument; limit theorem proving; mortgage-backed security; unbiased estimator; variance reduction technique; Computational modeling; Instruments; Job shop scheduling; Loans and mortgages; Operations research; Pricing; Processor scheduling; Resource management; Security; State estimation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Simulation Conference, 2001. Proceedings of the Winter
Conference_Location :
Arlington, VA
Print_ISBN :
0-7803-7307-3
Type :
conf
DOI :
10.1109/WSC.2001.977293
Filename :
977293
Link To Document :
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