• 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