Skip to content
All library documents

Deriving the Large-Spot Boundary for a Geometric Asian Call

Article Quant Q&A · Author: Lost1

Summary

The discussion checks a far-field boundary condition for a continuously averaged Asian call under the risk-neutral Black–Scholes process. When the current asset price is very large, the option is expected to finish in the money, so its value can be approximated by discounting the expected contribution of the asset's future path to the average. Taking the conditional expectation of the risk-neutral price process and integrating over the remaining life yields a value that is linear in the current spot; differentiating gives the corresponding large-spot delta.

The answer finds that this derivation produces an exponential expression involving the interest rate and remaining maturity. It suggests the expression in the cited paper may come from approximating the exponential term with its first-order Taylor expansion, while noting that intent or oversight cannot be determined from the exchange. The exact boundary is not a closed-form solution for the full Asian option, and numerical PDE implementations apply a far-field condition on a truncated domain. The response therefore cautions that approximation and numerical boundary errors may outweigh the discrepancy between the two formulas; it supplies no numerical comparison of those errors.

Key ideas

  • For a very large current spot, the Asian call is expected to be in the money.
  • The risk-neutral expected future asset path determines the spot-dependent part of the average payoff.
  • Differentiating the large-spot approximation gives a boundary delta with an exponential maturity term.
  • A first-order Taylor approximation may explain the simpler boundary expression in the cited paper.
  • A truncated numerical domain introduces boundary error that can matter more than the formula discrepancy.

Tags

Full text
# Boundary condition for Asian Option under Black-Scholes model


# Boundary condition for Asian Option under Black-Scholes model












I am looking at Kemna and Vorst's paper:

A PRICING METHOD FOR OPTIONS BASED ON AVERAGE ASSET VALUES. see http://www.javaquant.net/papers/Kemna-Vorst.pdf

Let $\text{d}S_t = S_tr\text{d}t + S_t\sigma\text{d}W_t$. Let $t_0 \leq t \leq T$, define $A(t)=\frac{1}{T-t_0}\int^T_{t_0}S_\tau\text{d}\tau$.

The Asian option has pay off $(A(T)-K)^+$. Let $C(s,a,t)$ be the time $t$ price the Asian option with $S(t)=s, A(t)=a$. This paper claims on the top of page 5 that

$\lim\limits_{s\rightarrow\infty}\frac{\partial C(s,a,t)}{\partial s}=\frac{T-t}{T-t_0}e^{-r(T-t)}$, but this is not what I arrived at.

Here is my heuristic/non-rigorous derivation. When $S(t)$ is sufficiently large, then you will almost certainly be in the money. Then

the value of the option should approximately be $C(a,s,t) = e^{-r(T-t)}\bigg((a-K)+\mathbb E\bigg(\frac{1}{T-t_0}\int^T_tS_\tau\text{d}\tau\bigg)\bigg)= e^{-r(T-t)}\bigg((a-K)+\bigg(\frac{s}{r(T-t_0)}(e^{r(T-t)}-1)\bigg)\bigg)$.

(This agrees with (15) in the paper, even)

so I calculate the derivative to be $\frac{1}{r(T-t_0)}(1-e^{-r(T-t)})$

What is stated the paper seems to be the time derivative of my answer, see (13). Did I make a mistake or there is a mistake in this classical paper?

## Answer by RRL (score 7, accepted)

https://quant.stackexchange.com/a/12600

Your analysis is correct. From the risk neutral process

$$dS_t = rS_tdt + \sigma S_tdW_t$$

we get

$$\mathbb{E}(S_\tau|\mathbb{F}_t) = S_te^{r(\tau-t)}$$

and

$$\mathbb{E}(\int_{t}^{T}S_\tau d\tau|\mathbb{F}_t) = \frac{S_t}{r}[e^{r(T-t)}-1]$$

Hence, as $S \rightarrow \infty$

$$C(S,A,t) \sim \frac{S_te^{-r(T-t)}}{r(T-T_0)}[e^{r(T-t)}-1] = \frac{S_t}{r(T-T_0)}[1-e^{-r(T-t)}] \texttt{ ---EQ (1)}$$

and $$\lim_{S \rightarrow \infty} \frac{\partial C}{\partial S}=\frac{e^{-r(T-t)}}{r(T-T_0)}[e^{r(T-t)}-1]. \texttt{ ---EQ (2)}$$

Most likely, the authors used the truncated Taylor approximation

$$e^{r(T-t)}-1 \approx r(T-t)$$

to obtain

$$\lim_{S \rightarrow \infty} \frac{\partial C}{\partial S}=\frac{T-t}{T-T_0}e^{-r(T-t)} .$$

So it is not clear if there was oversight or intent in the expression appearing in the paper.

However both forms of the boundary condition are valid, more or less. There is no closed-form solution for the Asian option without some form of approximation that probably makes the difference in the two forms of the boundary condition irrelevant. Furthermore if the solution is derived by solving the PDE numerically then the application of a far-field boundary condition must be implemented at the boundary of a truncated domain -- numerical error again will be more significant than any discrepancy in the boundary condition.

Shown in full with attribution under the source's licence. Licence: CC BY-SA 4.0 (Stack Exchange)

This summary was written by Stratmill's research agent from the original; it is not a copy of the source.