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CALIBRATION OF THE LOCAL VOLATILITY IN A GENERALIZED BLACK–SCHOLES MODEL USING TIKHONOV REGULARIZATION
"... Following an approach introduced by Lagnado and Osher (1997), we study Tikhonov regularization applied to an inverse problem important in mathematical finance, that of calibrating, in a generalized Black–Scholes model, a local volatility function from observed vanilla option prices. estimates for ..."
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Cited by 26 (2 self)
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Following an approach introduced by Lagnado and Osher (1997), we study Tikhonov regularization applied to an inverse problem important in mathematical finance, that of calibrating, in a generalized Black–Scholes model, a local volatility function from observed vanilla option prices. estimates for the Black–Scholes and Dupire equations with measurable ingredients. Applying general results available in the theory of Tikhonov regularization for ill-posed nonlinear inverse problems, we then prove the stability of this approach, its convergence towards a minimum norm solution of the calibration problem (which we assume to exist), and discuss convergence rates issues. We first establish W 1,2 p
Stochastic Models of Implied Volatility Surfaces
, 2002
"... We propose a market-based approach to the modeling of implied volatility, in which the implied volatility surface is directly used as the state variable to describe the joint evolution of market prices of options and their underlying asset. We model the evolution of an implied volatility surface by ..."
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Cited by 16 (1 self)
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We propose a market-based approach to the modeling of implied volatility, in which the implied volatility surface is directly used as the state variable to describe the joint evolution of market prices of options and their underlying asset. We model the evolution of an implied volatility surface by representing it as a randomly uctuating surface driven by a finite number of orthogonal random factors. Our approach is based on a Karhunen-Loeve decomposition of the daily variations of implied volatilities obtained from market data on S&P500 and DAX options.
Short maturity asymptotics for a fast mean reverting Heston stochastic volatility model,”
- SIAM Journal on Financial Mathematics,
, 2010
"... Abstract. In this paper, we study the Heston stochastic volatility model in a regime where the maturity is small but large compared to the mean-reversion time of the stochastic volatility factor. We derive a large deviation principle and compute the rate function by a precise study of the moment ge ..."
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Cited by 16 (2 self)
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Abstract. In this paper, we study the Heston stochastic volatility model in a regime where the maturity is small but large compared to the mean-reversion time of the stochastic volatility factor. We derive a large deviation principle and compute the rate function by a precise study of the moment generating function and its asymptotic. We then obtain asymptotic prices for out-of-the-money call and put options and their corresponding implied volatilities.
Implied volatility: Statics, dynamics, and probabilistic interpretation
- Recent Advances in Applied Probability
, 2005
"... Given the price of a call or put option, the Black-Scholes implied volatility is the unique volatility parameter for which the Bulack-Scholes formula recovers the option price. This article surveys research activity relating to three theoretical questions: First, does implied volatility ad-mit a pro ..."
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Cited by 15 (0 self)
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Given the price of a call or put option, the Black-Scholes implied volatility is the unique volatility parameter for which the Bulack-Scholes formula recovers the option price. This article surveys research activity relating to three theoretical questions: First, does implied volatility ad-mit a probabilistic interpretation? Second, how does implied volatility behave as a function of strike and expiry? Here one seeks to characterize the shapes of the implied volatility skew (or smile) and term structure, which together constitute what can be termed the statics of the implied volatility surface. Third, how does implied volatility evolve as time rolls forward? Here one seeks to characterize the dynamics of implied volatility. 1
Small-time asymptotics of option prices and first absolute moments
- Journal of Applied Probability
, 2011
"... We study the leading term in the small-time asymptotics of at-the-money call option prices when the stock price process 푆 follows a general martingale. This is equivalent to studying the first centered absolute moment of 푆. We show that if 푆 has a continuous part, the leading term is of order 푇 in t ..."
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Cited by 14 (2 self)
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We study the leading term in the small-time asymptotics of at-the-money call option prices when the stock price process 푆 follows a general martingale. This is equivalent to studying the first centered absolute moment of 푆. We show that if 푆 has a continuous part, the leading term is of order 푇 in time 푇 and depends only on the initial value of the volatility. Furthermore, the term is linear in 푇 if and only if 푆 is of finite variation. The leading terms for pure-jump processes with infinite variation are between these two cases; we obtain their exact form for stable-like small jumps. To derive these results, we use a natural approximation of 푆 so that calculations are necessary only for the class of Lévy processes.
Small-time expansions of the distributions, densities, and option prices of stochastic volatility models with Lévy Jumps
, 2010
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From Implied to Spot Volatilities
, 2004
"... This paper is concerned with the link between spot and implied volatil-ities. The main result is the derivation of the stochastic differential equa-tion driving the spot volatility based on the shape of the implied volatility surface. This equation is a consequence of no-arbitrage constraints on the ..."
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Cited by 13 (0 self)
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This paper is concerned with the link between spot and implied volatil-ities. The main result is the derivation of the stochastic differential equa-tion driving the spot volatility based on the shape of the implied volatility surface. This equation is a consequence of no-arbitrage constraints on the implied volatility surface right before expiry. We investigate the regu-larity of this surface at maturity in the case of the Constant Elasticity of Variance and Heston models. We also show that a simple way to link spot and implied volatilities is to relate the coefficients of the implied volatility surface Taylor expansion to the coefficients of a certain chaos expansion of the spot volatility process. As a byproduct, we give expansions for the implied volatility surface for a general stochastic volatility model. 1
Asymptotics for exponential Lévy processes and their volatility smile: survey and new results
- Int. J. Theor. Appl. Finance
, 2013
"... Abstract. Exponential Lévy processes can be used to model the evolution of various financial variables such as FX rates, stock prices, etc. Considerable efforts have been devoted to pricing derivatives written on underliers governed by such processes, and the corresponding implied volatility surfac ..."
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Cited by 12 (0 self)
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Abstract. Exponential Lévy processes can be used to model the evolution of various financial variables such as FX rates, stock prices, etc. Considerable efforts have been devoted to pricing derivatives written on underliers governed by such processes, and the corresponding implied volatility surfaces have been analyzed in some detail. In the non-asymptotic regimes, option prices are de-scribed by the Lewis-Lipton formula which allows one to represent them as Fourier integrals; the prices can be trivially expressed in terms of their implied volatility. Recently, attempts at calculating the asymptotic limits of the im-plied volatility have yielded several expressions for the short-time, long-time, and wing asymptotics. In order to study the volatility surface in required de-tail, in this paper we use the FX conventions and describe the implied volatility as a function of the Black-Scholes delta. Surprisingly, this convention is closely related to the resolution of singularities frequently used in algebraic geometry. In this framework, we survey the literature, reformulate some known facts re-garding the asymptotic behavior of the implied volatility, and present several
Small-time expansions for local jump-diffusion models with infinite jump activity
, 2011
"... Abstract. We consider a Markov process X, which is the solution of a stochastic differential equation driven by a Lévy process Z and an independent Wiener process W. Under some regularity conditions, including non-degeneracy of the diffusive and jump components of the process as well as smoothness o ..."
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Cited by 6 (1 self)
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Abstract. We consider a Markov process X, which is the solution of a stochastic differential equation driven by a Lévy process Z and an independent Wiener process W. Under some regularity conditions, including non-degeneracy of the diffusive and jump components of the process as well as smoothness of the Lévy density of Z outside any neighborhood of the origin, we obtain a small-time second-order polynomial expansion for the tail distribution and the transition density of the process X. Our method of proof combines a recent regularizing technique for deriving the analog small-time expansions for a Lévy process with some new tail and density estimates for jump-diffusion processes with small jumps based on the theory of Malliavin calculus, flow of diffeomorphisms for SDEs, and time-reversibility. As an application, the leading term for out-of-the-money option prices in short maturity under a local jump-diffusion model is also derived. 1.
Small-time asymptotics for fast mean-reverting stochastic volatility models
, 2010
"... In this paper, we study stochastic volatility models in regimes where the maturity is small but large compared to the mean-reversion time of the stochastic volatility factor. The problem falls in the class of averaging/homogenization problems for nonlinear HJB type equations where the “fast variable ..."
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Cited by 5 (0 self)
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In this paper, we study stochastic volatility models in regimes where the maturity is small but large compared to the mean-reversion time of the stochastic volatility factor. The problem falls in the class of averaging/homogenization problems for nonlinear HJB type equations where the “fast variable” lives in a non-compact space. We develop a general argument based on viscosity solutions which we apply to the two regimes studied in the paper. We derive a large deviation principle and we deduce asymptotic prices for Out-of-The-Money call and put options, and their corresponding implied volatilities. The results of this paper generalize the ones obtained in [11] (J. Feng, M. Forde and J.-P. Fouque, Short maturity asymptotic for a fast mean reverting Heston stochastic volatility model, SIAM Journal on Financial Mathematics, Vol. 1, 2010) by a moment generating function computation in the particular case of the Heston model.