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Asymptotics of Volatility Surfaces and Option Prices

Asymptotics of Volatility Surfaces and Option Prices

Stefan Gerhold (ORCID: 0000-0002-4172-3956)
  • Grant DOI 10.55776/P24880
  • Funding program Principal Investigator Projects
  • Status ended
  • Start October 1, 2012
  • End January 31, 2017
  • Funding amount € 310,726

Disciplines

Mathematics (100%)

Keywords

    Option prices, Asymptotics, Implied volatility, Lee's moment formula, Local volatility, Affine processes

Abstract Final report

Asymptotic Approximations are widely used in mathematical finance. The present proposal is concerned with the asymptotic behavior of option prices, implied volatility, and local volatility, as some crucial parameter (typically, strike or maturity) becomes very large or small. Such results have immediate practical applications: fast approximate pricing (in risk management, e.g.), fast model calibration via good approximation formulas, and the choice of good parametrizations of the volatility smile. Asymptotics can also answer qualitative questions of the kind: "To what extent are the wings of the smile influenced by the mean reversion level of the underlying`s variance process? Or by the initial value of the variance process?" The main goals of the project are as follows. 1. The local volatility associated to a call price surface is the diffusion coefficient of a process reproducing the given prices. The short maturity behavior of local vol has been of interest to several authors, but almost nothing is known about its wings (when the state variable becomes very large or small). We have a candidate for an approximate wing formula (preprint with P. Friz, 2011), and presume that it is essentially model-free (just as Lee`s 2004 formula for the wings of implied vol). This remains to be proven, though. Moreover, we want to prove a rigorous statement of the kind "the local vol of a jump process explodes as maturity tends to zero". This would confirm intuition; quantitative refinements would allow to inspect a given local vol surface for jump behavior of the process that generated it. 2. While there are many papers about implied vol asymptotics, it is a mystery so far which kind of asymptotic regime gives the best results in concrete situations. We want to determine effective bounds for expansions w.r.t. large strike and/or large maturity, which allow to compare different regimes. For some expansions, one can use known effective analyses; for others (large strikes, in particular), new bounds have to be developed. 3. Out-of-the-money options with short maturity can be handled in diffusion models by large deviation methods. We want to complement these results (going back to Varadhan in the 60ies) by a central limit theorem. As applications, we envisage new approximations for binary options and the implied vol slope. 4. We want to find a good and rigorous short-maturity approximation of the price of an arithmetic Asian option. Geometric Asian options are well studied, since their pricing is simpler than that of arithmetic ones in many models, and since they can serve as control variates for pricing arithmetic Asian options by Monte Carlo. Note, however, that Monte Carlo simulation, as well as most other proposed methods, run into severe numerical difficulties when pricing short-maturity arithmetic Asian options. We therefore want to estimate their prices asymptotically, by a (technically demanding) multivariate saddle point approach. There are partial results on this problem by Dufresne (2004), Barrieu, Rouault & Yor (2004) and the proposer (2011). We apply for one predoc and one postdoc position, each over a period of three years.

Banks and other financial firms use mathematical models to price financial instruments and manage their risks. These models have to be calibrated to current market data, which requires involved computations. One of the main goals of the project was to support these computations by providing fast approximate formulas. Such approximations not only allow for faster computations, but also give insights into the qualitative behavior of financial market models. In particular, different models can be compared, in order to choose the most suitable one. The approximations developed in this project are particularly well suited to be used for practical applications.Another problem treated in this project concerns the consistency of option prices. Option prices are inconsistent if they admit the construction of a portfolio with risk-free gain. We developed new criteria to test given option price data for consistency. Our results allow for a bid-ask spread, which has not been considered for this problem before. As theoretical underpinning, we generalize a classical theorem from probability theory (Strassen 1965).

Research institution(s)
  • Technische Universität Wien - 100%
International project participants
  • Peter Friz, Technische Universität Berlin - Germany
  • Archil Gulisashvili, Ohio University - USA

Research Output

  • 120 Citations
  • 25 Publications
Publications
  • 2016
    Title Option Pricing in the Moderate Deviations Regime
    DOI 10.48550/arxiv.1604.01281
    Type Preprint
    Author Friz P
  • 2015
    Title Small time central limit theorems for semimartingales with applications
    DOI 10.1080/17442508.2014.1000326
    Type Journal Article
    Author Gerhold S
    Journal Stochastics An International Journal of Probability and Stochastic Processes
    Pages 723-746
    Link Publication
  • 2015
    Title Small-Maturity Digital Options in Lévy Models: An Analytic Approach*
    DOI 10.1007/s10986-015-9275-y
    Type Journal Article
    Author Gerhold S
    Journal Lithuanian Mathematical Journal
    Pages 222-230
  • 2018
    Title Moment Explosions in the Rough Heston Model
    DOI 10.48550/arxiv.1801.09458
    Type Preprint
    Author Gerhold S
  • 2017
    Title Option pricing in the moderate deviations regime
    DOI 10.1111/mafi.12156
    Type Journal Article
    Author Friz P
    Journal Mathematical Finance
    Pages 962-988
    Link Publication
  • 2016
    Title Option Pricing in the Moderate Deviations Regime
    DOI 10.2139/ssrn.2759347
    Type Preprint
    Author Friz P
    Link Publication
  • 2016
    Title Small-Maturity Asymptotics for the At-The-Money Implied Volatility Slope in Lévy Models
    DOI 10.1080/1350486x.2016.1197041
    Type Journal Article
    Author Gerhold S
    Journal Applied Mathematical Finance
    Pages 135-157
    Link Publication
  • 2019
    Title Peacocks nearby: Approximating sequences of measures
    DOI 10.1016/j.spa.2018.07.007
    Type Journal Article
    Author Gerhold S
    Journal Stochastic Processes and their Applications
    Pages 2406-2436
    Link Publication
  • 2019
    Title Moment explosions in the rough Heston model
    DOI 10.1007/s10203-019-00267-6
    Type Journal Article
    Author Gerhold S
    Journal Decisions in Economics and Finance
    Pages 575-608
    Link Publication
  • 2019
    Title Consistency of option prices under bid–ask spreads
    DOI 10.1111/mafi.12230
    Type Journal Article
    Author Gerhold S
    Journal Mathematical Finance
    Pages 377-402
    Link Publication
  • 2014
    Title Disproof of a conjecture by Rademacher on partial fractions
    DOI 10.1090/s2330-1511-2014-00014-6
    Type Journal Article
    Author Drmota M
    Journal Proceedings of the American Mathematical Society, Series B
    Pages 121-134
    Link Publication
  • 2014
    Title Refined wing asymptotics for the Merton and Kou jump diffusion models
    DOI 10.48550/arxiv.1401.1954
    Type Preprint
    Author Gerhold S
  • 2014
    Title How to make Dupire’s local volatility work with jumps¶
    DOI 10.1080/14697688.2013.874622
    Type Journal Article
    Author Friz P
    Journal Quantitative Finance
    Pages 1327-1331
    Link Publication
  • 2015
    Title Refined wing asymptotics for the Merton and Kou jump diffusion models
    DOI 10.4064/bc104-0-4
    Type Journal Article
    Author Gerhold S
    Journal Banach Center Publications
    Pages 85-94
    Link Publication
  • 2013
    Title Can there be an explicit formula for implied volatility?
    Type Journal Article
    Author Gerhold S
  • 2013
    Title Computer-Assisted Proofs of Some Identities for Bessel Functions of Fractional Order
    DOI 10.48550/arxiv.1305.4818
    Type Preprint
    Author Gerhold S
  • 2013
    Title Small-maturity asymptotics for the at-the-money implied volatility slope in Lévy models
    DOI 10.48550/arxiv.1310.3061
    Type Preprint
    Author Gerhold S
  • 2013
    Title Disproof of a conjecture by Rademacher on partial fractions
    DOI 10.48550/arxiv.1312.4289
    Type Preprint
    Author Drmota M
  • 2013
    Title DIGITAL DOUBLE BARRIER OPTIONS: SEVERAL BARRIER PERIODS AND STRUCTURE FLOORS
    DOI 10.1142/s0219024913500441
    Type Journal Article
    Author Altay S
    Journal International Journal of Theoretical and Applied Finance
    Pages 1350044
    Link Publication
  • 2013
    Title Computer-Assisted Proofs of Some Identities for Bessel Functions of Fractional Order
    DOI 10.1007/978-3-7091-1616-6_3
    Type Book Chapter
    Author Gerhold S
    Publisher Springer Nature
    Pages 75-96
  • 2015
    Title Extrapolation Analytics for Dupire’s Local Volatility
    DOI 10.1007/978-3-319-11605-1_10
    Type Book Chapter
    Author Friz P
    Publisher Springer Nature
    Pages 273-286
  • 0
    Title Consistency of option prices under bid-ask spreads.
    Type Other
    Author Gerhold S
  • 0
    Title A variant of Strassen's theorem: Existence of martingales within a prescribed distance.
    Type Other
    Author Gerhold S
  • 0
    Title Peacocks nearby: approximating sequences of measures
    Type Journal Article
    Author Gerhold S
    Journal SPA
  • 2020
    Title Difference Equation Theory Meets Mathematical Finance
    DOI 10.1007/978-3-030-44559-1_11
    Type Book Chapter
    Author Gerhold S
    Publisher Springer Nature
    Pages 197-213

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