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Approximations and control variates for pricing portfolio credit derivatives

Published: 09 December 2007 Publication History

Abstract

Portfolio credit derivatives that depend on default correlation are increasingly widespread in the credit market. Valuing such products often entails Monte Carlo simulation. However, for large portfolios, plain Monte Carlo simulation can be slow. In this paper, we develop approximation methods for pricing collateralized debt obligation (CDO) tranches in the widely used factor copula approach. We also discuss using the approximations as control variates to improve the precision of Monte Carlo estimates. These approximation methods and control variate techniques could be applied to pricing other portfolio credit derivatives as well.

References

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Andersen, L., J. Sidenius, and S. Basu. 2003. All your hedges in one basket. Risk 16:67--72.
[2]
Bruyere, R., R. Cont, R. Copinot, L. Fery, C. Jaecl, T. Spitz, and G. Smart. 2006. Credit Derivatives and Structured Credit: A Guide for Investors. Chichester, England: Wiley.
[3]
Chen, Z., and P. Glasserman. 2006. Fast pricing of basket default swaps. To appear in Operations Research.
[4]
Duffie, D., and K. Singleton. 2003. Credit Risk: Pricing, Measurement, and Management. Princeton, New Jersey: Princeton University Press.
[5]
Gupton, G., C. Finger, and M. Bhatia. 1997. Creditmetrics Technical Document. Technical report, J. P. Morgan & Co., New York.
[6]
Hull, J., and A. White. 2004. Valuation of a CDO and an nth to default CDS without Monte Carlo simulation. Journal of Derivatives 12, 2.
[7]
Li, D. 2000. On default correlation: A copula function approach. Journal of Fixed Income 9:43--54.
[8]
Schönbucher, P. 2003. Credit Derivatives Pricing Models: Model, Pricing and Implementation. Princeton, New Jersey: Princeton University Press.

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Information & Contributors

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Published In

cover image ACM Conferences
WSC '07: Proceedings of the 39th conference on Winter simulation: 40 years! The best is yet to come
December 2007
2659 pages
ISBN:1424413060

Sponsors

  • IIE: Institute of Industrial Engineers
  • INFORMS-SIM: Institute for Operations Research and the Management Sciences: Simulation Society
  • ASA: American Statistical Association
  • IEEE/SMC: Institute of Electrical and Electronics Engineers: Systems, Man, and Cybernetics Society
  • SIGSIM: ACM Special Interest Group on Simulation and Modeling
  • NIST: National Institute of Standards and Technology
  • (SCS): The Society for Modeling and Simulation International

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IEEE Press

Publication History

Published: 09 December 2007

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  • Research-article

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WSC07
Sponsor:
  • IIE
  • INFORMS-SIM
  • ASA
  • IEEE/SMC
  • SIGSIM
  • NIST
  • (SCS)
WSC07: Winter Simulation Conference
December 9 - 12, 2007
Washington D.C.

Acceptance Rates

WSC '07 Paper Acceptance Rate 152 of 244 submissions, 62%;
Overall Acceptance Rate 3,413 of 5,075 submissions, 67%

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