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Stochastic Volatility for Lévy Processes (2001)

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by Peter Carr , Dilip B. Madan , Marc Yor
Citations:209 - 12 self
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BibTeX

@MISC{Carr01stochasticvolatility,
    author = {Peter Carr and Dilip B. Madan and Marc Yor},
    title = {Stochastic Volatility for Lévy Processes},
    year = {2001}
}

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Abstract

Three processes re°ecting persistence of volatility are initially formulated by evaluating three L¶evy processes at a time change given by the integral of a mean reverting square root process. The model for the mean reverting time change is then generalized to include Non-Gaussian models that are solutions to OU (Ornstein-Uhlenbeck) equations driven by one sided discontinuous L¶evy processes permitting correlation with the stock. Positive stock price processes are obtained by exponentiating and mean correcting these processes, or alternatively by stochastically exponentiating these processes. The characteristic functions for the log price can be used to yield option prices via the fast Fourier transform. In general, mean corrected exponentiation performs better than employing the stochastic exponential. It is observed that the mean corrected exponential model is not a martingale in the ¯ltration in which it is originally de¯ned. This leads us to formulate and investigate the important property of martingale marginals where we seek martingales in altered ¯ltrations consistent with the one dimensional marginal distributions of the level of the process at each future date. 1

Keyphrases

stochastic volatility    vy process    martingale marginals    exponentiation performs    discontinuous evy    log price    dimensional marginal distribution    non-gaussian model    future date    fast fourier transform    mean reverting time change    positive stock price process    option price    characteristic function    mean reverting square root process    important property    stochastic exponential    altered ltrations    time change    exponential model   

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