Implied volatility and state price density estimation: arbitrage analysis
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216208%3A11320%2F17%3A10384550" target="_blank" >RIV/00216208:11320/17:10384550 - isvavai.cz</a>
Alternative codes found
RIV/61989100:27510/17:10236823
Result on the web
<a href="https://doi.org/10.1007/s10287-017-0283-8" target="_blank" >https://doi.org/10.1007/s10287-017-0283-8</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/s10287-017-0283-8" target="_blank" >10.1007/s10287-017-0283-8</a>
Alternative languages
Result language
angličtina
Original language name
Implied volatility and state price density estimation: arbitrage analysis
Original language description
This paper deals with implied volatility (IV) estimation using no-arbitrage techniques. The current market practice is to obtain IV of liquid options as based on Black-Scholes (BS type hereafter) models. Such volatility is subsequently used to price illiquid or even exotic options. Therefore, it follows that the BS model can be related simultaneously to thewhole set of IVs as given by maturity/moneyness relation of tradable options. Then, it is possible to get IV curve or surface (a so called smile or smirk). Since the moneyness and maturity of IV often do not match the data of valuated options, some sort of estimating and local smoothing is necessary. However, it can lead to arbitrage opportunity if no-arbitrage conditions on state price density (SPD) are ignored. In this paper, using option data on DAX index, we aim to analyse the behavior of IV and SPD with respect to different choices of bandwidth parameter h, time to maturity and kernel function. A set of bandwidths which violates no-arbitrage conditions is identified. We document that the change of h implies interesting changes in the violation interval of moneyness. We also perform the analysis after removing outliers, in order to show that not only outliers cause the violation of no-arbitrage conditions. Moreover, we propose a newmeasure of arbitrage which can be considered either for the SPD curve (arbitrage area measure) or for the SPD surface (arbitrage volume measure). We highlight the impact of h on the proposed measures considering the options on a German stock index. Finally, we propose an extension of the IV and SPD estimation for the case of options on a dividend-paying stock.
Czech name
—
Czech description
—
Classification
Type
J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database
CEP classification
—
OECD FORD branch
10103 - Statistics and probability
Result continuities
Project
<a href="/en/project/GBP402%2F12%2FG097" target="_blank" >GBP402/12/G097: DYME-Dynamic Models in Economics</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2017
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Computational Management Science
ISSN
1619-697X
e-ISSN
—
Volume of the periodical
14
Issue of the periodical within the volume
4
Country of publishing house
DE - GERMANY
Number of pages
25
Pages from-to
559-583
UT code for WoS article
000424442700006
EID of the result in the Scopus database
2-s2.0-85021989737