Efficient Path-Dependent Valuation Using Lattices: Fixed and Floating Strike Asian Options
AbstractA lattice-based method is advanced for evaluating functionals of sequences of path-wise values of a lattice's state variable. For the Asian call valuations in this paper, the lattices discretely replicate the stochastic future states of conventionally prescribed, lognormally distributed, equity values. The Asian call valuations have the same level of precision as do valuations arising from numerical solutions based on the derivatives' governing partial differential equations or from high-confidence Monte Carlo, but are accomplished without the significant computer time and sophisticated software which attend those calculations. The method is termed SCEV induction, for "State Conditional Expected Value." By rolling forward through the lattice, expected values of prescribed functionals of the path-wise levels attained by the state variable are defined for all paths to every state individually. For Asian options, the method establishes the first few moments of the arithmetic average of a stock price, both conditionally for each expiry state, and unconditionally as well. These moments are used to define a proxy for the unspecifiable conditional distributions of the average, and applying the payoff rule numerically to the proxy ultimately provides the valuation. The results are compared with published values for options with continuous averaging over a range of strike, volatility, and riskless rate. To affect convergence of value from discrete-step lattices to the limiting case, an extrapolation method provides rapid convergence to the results in the continuous dynamic. Since state-conditional valuations are an intermediate step, then appropriate expiry state-dependent modification of the payoff rules provides floating strike Asian call valuation in the same framework, and the same precision, as for the fixed strike valuations. Application of SCEV induction to path-dependent cash flows of fixed income securities is discussed, particularly with regard to the valuation issues entailed in mortgage backed securities.
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Bibliographic InfoPaper provided by EconWPA in its series Finance with number 0305005.
Length: 39 pages
Date of creation: 21 May 2003
Date of revision:
Note: Type of Document - PDFLatex; prepared on IBM PC; to print on Laser Printers; pages: 39 ; figures: 1, inline. PDF with hyperlinks
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Binomial Lattices; Wiener Processes; Option Valuation Methods;
Find related papers by JEL classification:
- C63 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Computational Techniques
- G13 - Financial Economics - - General Financial Markets - - - Contingent Pricing; Futures Pricing
This paper has been announced in the following NEP Reports:
- NEP-ALL-2003-05-29 (All new papers)
- NEP-CFN-2003-05-29 (Corporate Finance)
- NEP-RMG-2003-05-29 (Risk Management)
- NEP-SEA-2003-05-29 (South East Asia)
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Allen Abrahamson, 2003. "A Note on Constructing 50-50 Step Probability Binomial Lattices to Replicate Wiener Diffusion," Finance 0305004, EconWPA, revised 17 May 2003.
- Vicky Henderson & David Hobson & William Shaw & Rafal Wojakowski, 2003. "Bounds for Floating-Strike Asian Options using Symmetry," OFRC Working Papers Series 2003mf04, Oxford Financial Research Centre.
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