期刊文献+

拟蒙特卡罗法在亚洲期权定价中的应用 被引量:8

Quasi-Monte Carlo methods for Pricing Asian Options
原文传递
导出
摘要 亚洲期权是场外交易中几种最受欢迎的新型期权之一,但它的价格却没有解析表达式,到目前为止,亚洲期权的定价仍是个公开问题.本文采用拟蒙特卡罗法中的Halton序列来估计它的价格,数值结果表明当观察点的个数N13时,它比蒙特卡罗法要好.本文还利用MATLAB程序生成了随机Halton序列,并将它与控制变量法结合起来估计亚洲期权的价格,估计值标准差的比较表明它在大多情况下比相应的蒙特卡罗法的估计效果要好. Asian options are one of the most popular exotic options in OTC markets, but there is no closed-form solution for its price yet. To date, pricing Asian optons is still an open problem. This paper adopt one of low-discrepancy sequence, Halton sequence, to evaluate the price. Numerical results show that it is better than its counterpart Monte Carlo estimator when the number of observation is less than 14. The randomized Halton seqence, generated by MATLAB program, combined with different control variates are also studied to estimate the price. Numerical results show that they consistently do better jobs than their counterpart Monte Carlo control variates estimators when N is 5.
出处 《数学的实践与认识》 CSCD 北大核心 2005年第9期20-27,共8页 Mathematics in Practice and Theory
关键词 拟蒙特卡罗法 亚洲期权 定价模式 解析表达式 Halton序列 Asian options Monte Carlo methods quasi-Monte Carlo methods control variates
  • 相关文献

参考文献18

  • 1LEcuyer P, Lemieux C. Recent Advances in Randomized Quasi-Monte Carlo Methods, in Modelling Uncertainty: An Examination of Stochastic Theory, Methods, and Applications[M]. M Dror, P L'Ecuyer, and F Szidarovszki, eds., Kluwer Academic Publishers, 2002. 419-474.
  • 2Hichkernell F J, Lemieux C, Owen A B. Control variates for quasi-Monte Carlo. 2002, Submitted.
  • 3Boyle P, Brodie M, Glasserman P. Monte Carlo methods for security pricing[J]. Journal of Economic Dynamics and Control, 1997, 21: 1267-1321.
  • 4L'Ecuyer P, Lemieux C. Variance reduction via lattice rules[J]. Management Science, 2000, 46 (9): 1214-1235.
  • 5Brandimarte P. Numerical methods in finance /a MATLAB-based introduction[M]. 2002, John Wiley & Sons Inc. , New York.
  • 6Lemieux C, L'Ecuyer P. Efficiency improvement by lattice rules for pricing Asian options[C]. Proceedings of the 1998 Winter Simulation Conference, 1998. 579-585.
  • 7Joy C, Boyle P P, Tan K S. Quasi-Monte Carlo methodsin numerical finance[J]. Management Science, 1996, 42(6): 926-938.
  • 8Bruno M G. Calculation methods for evaluating Asian options. www. luiss. it/documenti/istituti/ ise/review/2001/01/bruno. PDF.
  • 9詹惠蓉,程乾生.亚洲期权价格的一个新的多元控制变量估计[J].北京大学学报(自然科学版),2004,40(1):5-11. 被引量:4
  • 10Tuffin B. On the Use of Low-discrepancy Sequences in Monte Carlo Methods[M]. Technical report No. 1060, I R I S A, Rennes, France, 1996.

二级参考文献1

  • 1Vecer J.Unified Asian Pricing[J].Risk,2002,:113-116.

共引文献3

同被引文献61

引证文献8

二级引证文献16

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部