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Derivatives Pricing and Computational Finance / Index, Currency, Futures and Multi-Asset Options

Options Depending on Several Assets

Structured equity and fund-linked notes often pay on several underlyings at once: a basket of stocks, the spread between two indices, or the worst performer in a portfolio. Under multivariate GBM, the price satisfies a multi-dimensional Black–Scholes PDE with cross-derivative terms ρijσiσjSiSj∂2V/∂Si∂Sj\rho_{ij}\sigma_i\sigma_j S_i S_j \partial^2 V / \partial S_i \partial S_j. Closed forms exist for the exchange option (Margrabe); baskets and rainbows generally require approximation or Monte Carlo. This note classifies the main payoffs, states the PDE, derives Margrabe's formula, and gives a simulation recipe.
Learning objectives. By the end of this note you should be able to:
  • write the dd-dimensional Black–Scholes PDE with correlation and dividend yields;
  • explain why an option on a basket is cheaper than a basket of options (Jensen);
  • price a European exchange option with Margrabe's formula;
  • simulate correlated paths for basket and rainbow payoffs and estimate standard errors.

In this lesson

  1. 3.1 The multi-asset Black–Scholes model
  2. 3.2 Basket options
  3. 3.3 Exchange options — Margrabe's formula
  4. 3.4 Rainbow options

Before you start

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