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Functional Itô Calculus and PDEs for Path-Dependent Options Bruno Dupire Bloomberg L.P. Rutgers University Conference New Brunswick, December 4, 2009
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Outline 1)Functional It ô Calculus Functional Itô formula Functional Feynman-Kac PDE for path dependent options 2)Volatility Hedge Local Volatility Model Volatility expansion Vega decomposition Robust hedge with Vanillas Examples
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1) Functional It ô Calculus
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Why?
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Review of It ô Calculus 1D nD infiniteD Malliavin Calculus Functional Itô Calculus current value possible evolutions
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Functionals of running paths 0 T 12.87 6.32 6.34
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Examples of Functionals
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Derivatives
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Examples
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Topology and Continuity ts X Y
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Functional It ô Formula
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Fragment of proof
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Functional Feynman-Kac Formula
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Delta Hedge/Clark-Ocone
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P&L Break-even points Option Value Delta hedge P&L of a delta hedged Vanilla
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Functional PDE for Exotics
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Classical PDE for Asian
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Better Asian PDE
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2) Robust Volatility Hedge
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Local Volatility Model Simplest model to fit a full surface Forward volatilities that can be locked
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Summary of LVM Simplest model that fits vanillas In Europe, second most used model (after Black- Scholes) in Equity Derivatives Local volatilities: fwd vols that can be locked by a vanilla PF Stoch vol model calibrated If no jumps, deterministic implied vols => LVM
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S&P500 implied and local vols
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S&P 500 Fit Cumulative variance as a function of strike. One curve per maturity. Dotted line: Heston, Red line: Heston + residuals, bubbles: market RMS in bps BS: 305 Heston: 47 H+residuals: 7
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Hedge within/outside LVM 1 Brownian driver => complete model Within the model, perfect replication by Delta hedge Hedge outside of (or against) the model: hedge against volatility perturbations Leads to a decomposition of Vega across strikes and maturities
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Implied and Local Volatility Bumps implied to local volatility
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P&L from Delta hedging
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Model Impact
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Comparing calibrated models
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Volatility Expansion in LVM
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Fréchet Derivative in LVM
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One Touch Option - Price Black-Scholes model S 0 =100, H=110, σ=0.25, T=0.25
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One Touch Option - Γ
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Up-Out Call - Price Black-Scholes model S 0 =100, H=110, K=90, σ=0.25, T=0.25
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Up-Out Call - Γ
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Black-Scholes/LVM comparison
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Vanilla hedging portfolio I
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Vanilla hedging portfolios II
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Example : Asian option K T K T
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Asian Option Hedge K T K T
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Fwd Start Option Hedge
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Conclusion It ô calculus can be extended to functionals of price paths Price difference between 2 models can be computed We get a variational calculus on volatility surfaces It leads to a strike/maturity decomposition of the volatility risk of the full portfolio
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