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Monte Carlo Valuation of Exotic Options Under Heston Stochastic Volatility

Article Quant Q&A · Author: Ward Brink

Summary

The document addresses how stochastic volatility affects pricing of exotic options, including barrier and Asian contracts, and points to numerical methods as the central practical challenge. It identifies Monte Carlo simulation as a common approach: simulate the model’s underlying inputs according to Heston stochastic volatility assumptions, then use simulated paths to estimate the option value.

The response also directs readers toward published work on barrier options and suggests that related research can be found for Asian options. It offers no derivation, pricing results, accuracy analysis, or implementation details, so it serves mainly as an entry point to the method and literature. Monte Carlo estimates depend on the chosen model assumptions and simulation design; the document does not discuss calibration, variance reduction, convergence, or how stochastic volatility changes prices relative to a constant-volatility model.

Key ideas

  • Monte Carlo simulation is presented as a practical numerical approach for exotic options under stochastic volatility.
  • Simulated inputs are based on the assumptions of the Heston model.
  • Barrier-option literature is cited as a starting point, with similar research suggested for Asian options.
  • The document gives no numerical comparison or guidance on simulation accuracy and implementation.

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Full text
# How does the inclusion of stochastic volatility in option pricing models impact the valuation of exotic options?


# How does the inclusion of stochastic volatility in option pricing models impact the valuation of exotic options?












Been lurking this forum for quite some time and there’s this concept I can’t wrap my head around:

How does the inclusion of stochastic volatility in option pricing models impact the valuation of exotic options, such as barrier options and Asian options?

Can anyone share some good literature? Especially w.r.t. numerical approximations for these types of options under stochastic volatility, would be highly appreciated.

Hope someone can help.

## Answer by QuantNero (score 4, accepted)

https://quant.stackexchange.com/a/76068

Check out https://www.sciencedirect.com/science/article/pii/S0898122112003215 for barriers, think some searching could yield similar papers for Asian options.

In practice this kind of stuff is mostly done using MC simulations where individual input parameters to the price are simulated according to the assumptions of the Heston SV model.

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.