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Modelling dependence in finance using copulas - Thierry Roncalli's ...

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4.1 Coherent valuation of multi-asset options<br />

The Black-Scholes model<br />

In the BS model, we have<br />

dS (t) = rS (t) dt + σS (t) dW (t)<br />

under Q. The price of an European option is then a function of the<br />

volatility σ. However, when we compute the implied volatility from<br />

the option prices for different values of the strike K, it is not<br />

constant. This is the volatility smile effect.<br />

Option models <strong>in</strong> banks Banks have then developped<br />

sophisticated models (e.g. stochastic volatility models) to take <strong>in</strong>to<br />

account the smile effect.<br />

To this day, therefore, the BS model cont<strong>in</strong>ues to be used, out of<br />

analytical and computational convenience, for cont<strong>in</strong>gent claims<br />

based on different assets.<br />

<strong>Modell<strong>in</strong>g</strong> <strong>dependence</strong> <strong>in</strong> f<strong>in</strong>ance us<strong>in</strong>g <strong>copulas</strong><br />

New pric<strong>in</strong>g methods with <strong>copulas</strong> 4-2

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