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frenchyWill
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Joined: June 28th, 2010, 8:15 pm

Delta and stochastic volatility

February 23rd, 2011, 11:57 am

Hi everyone,I have seen in several papers the following computation for the delta of an option O when the volatility is stochastic :with O^BS the Black Scholes price of the option (when the vol. is constant).What's the justification of this formula ? I don't understand why we can't write : ??
 
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frenchX
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Joined: March 29th, 2010, 6:54 pm

Delta and stochastic volatility

February 23rd, 2011, 6:50 pm

This paper may interest you Delta hedging the vega riskIn this paper, the guy considers two deltas: the implied delta and the local deltaThe implied delta (or BS delta)=d(BS(t,S,Implied_vol(T,K)))/dS where BS is the price computed with the BS formula for your implied vol.The local delta is d(Model(t,S,local_vol(T,K)))/dS where Model is the price computed by your model with the local vol calibratedwith the implied volatility surfaceSince the two prices must be equal by definition BS(t,S,Implied_vol(T,K))=Model(t,S,local_vol(T,K))you will have Local_delta=BS_delta+BS_vega*d(Implied_vol)/dSThink about this formula it's logic: your local delta=variation of the option price/dS=(BS_delta*dS+BS_vega*dsigma)/dS because a change in dS implied a change in volatility.The hard point is to estimate d(Implied_vol)/dS For example an approximation is to replace d(Implied_vol)/dS by d(Implied_vol)/dK (the skew of your implied vol surface).The book of Gatheral and the papers of Derman are must read in this domain. I agree that's a very tricky concept.
Last edited by frenchX on February 22nd, 2011, 11:00 pm, edited 1 time in total.
 
frolloos
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Joined: September 27th, 2007, 5:29 pm
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Delta and stochastic volatility

February 24th, 2011, 6:31 pm

QuoteOriginally posted by: frenchXSince the two prices must be equal by definition BS(t,S,Implied_vol(T,K))=Model(t,S,local_vol(T,K))small detail: i think you mean / should write BS(t,S,K,Implied_vol(T,K))=Model(t,S,K,local_vol(S,t))local vol doesn't depend on strike.
Last edited by frolloos on February 23rd, 2011, 11:00 pm, edited 1 time in total.