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Moment generating functions and normalized implied volatilities: unification and extension via Fukasawa’s pricing formula

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  • Stefano De Marco
  • Claude Martini

Abstract

We extend the model-free formula of Fukasawa [Math. Finance, 2012, 22, 753–762] for E[Ψ(XT)]$ \mathbb E [\Psi (X_T)] $, where XT=logST/F$ X_T=\log S_T/F $ is the log-price of an asset, to functions Ψ$ \Psi $ of exponential growth. The resulting integral representation is written in terms of normalized implied volatilities. Just as Fukasawa’s work provides rigorous ground for Chriss and Morokoff’s [Risk, 1999, 1, 609–641] model-free formula for the log-contract (related to the Variance swap implied variance), we prove an expression for the moment generating function E[epXT]$ \mathbb E [e^{p X_T}] $ on its analyticity domain, that encompasses (and extends) Matytsin’s formula [Perturbative analysis of volatility smiles, 2000] for the characteristic function E[eiηXT]$ \mathbb E [e^{i \eta X_T}] $ and Bergomi’s formula [Stochastic Volatility Modelling, 2016] for E[epXT]$ \mathbb E [e^{p X_T}] $, p∈[0,1]$ p \in [0,1] $. Besides, we (i) show that put-call duality transforms the first normalized implied volatility into the second, and (ii) analyse the invertibility of the extended transformation d(p,·)=pd1+(1-p)d2$ d(p,\cdot ) = p \, d_1 + (1-p)d_2 $ when p lies outside [0, 1]. As an application of (i), one can generate representations for the MGF (or other payoffs) by switching between one normalized implied volatility and the other.

Suggested Citation

  • Stefano De Marco & Claude Martini, 2018. "Moment generating functions and normalized implied volatilities: unification and extension via Fukasawa’s pricing formula," Quantitative Finance, Taylor & Francis Journals, vol. 18(4), pages 609-622, April.
  • Handle: RePEc:taf:quantf:v:18:y:2018:i:4:p:609-622
    DOI: 10.1080/14697688.2017.1348619
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    Cited by:

    1. Stefano De Marco, 2020. "On the harmonic mean representation of the implied volatility," Papers 2007.03585, arXiv.org.
    2. Vimal Raval & Antoine Jacquier, 2021. "The Log Moment formula for implied volatility," Papers 2101.08145, arXiv.org.
    3. Claude Martini & Arianna Mingone, 2020. "No arbitrage SVI," Papers 2005.03340, arXiv.org, revised May 2021.

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