Small-time asymptotics of call prices and implied volatilities for exponential Lévy models

We derive at-the-money call-price and implied volatility asymptotic expansions in time to maturity for a selection of exponential Lévy models, restricting our attention to asset-price models whose log returns structure is a Lévy process. We consider two main problems. First, we consider very general...

Full description

Bibliographic Details
Main Author: Hoffmeyer, Allen Kyle
Other Authors: Houdre, Christian
Format: Others
Language:en_US
Published: Georgia Institute of Technology 2015
Subjects:
Online Access:http://hdl.handle.net/1853/53506
id ndltd-GATECH-oai-smartech.gatech.edu-1853-53506
record_format oai_dc
spelling ndltd-GATECH-oai-smartech.gatech.edu-1853-535062015-07-01T03:38:13ZSmall-time asymptotics of call prices and implied volatilities for exponential Lévy modelsHoffmeyer, Allen KyleCGMY processLevy processSmall-time asymptoticsAsymptotic expansionsRegular variationOptions pricingFinanceWe derive at-the-money call-price and implied volatility asymptotic expansions in time to maturity for a selection of exponential Lévy models, restricting our attention to asset-price models whose log returns structure is a Lévy process. We consider two main problems. First, we consider very general Lévy models that are in the domain of attraction of a stable random variable. Under some relatively minor assumptions, we give first-order at-the-money call-price and implied volatility asymptotics. In the case where our Lévy process has Brownian component, we discover new orders of convergence by showing that the rate of convergence can be of the form t¹/ᵃℓ(t) where ℓ is a slowly varying function and $\alpha \in (1,2)$. We also give an example of a Lévy model which exhibits this new type of behavior where ℓ is not asymptotically constant. In the case of a Lévy process with Brownian component, we find that the order of convergence of the call price is √t. Second, we investigate the CGMY process whose call-price asymptotics are known to third order. Previously, measure transformation and technical estimation methods were the only tools available for proving the order of convergence. We give a new method that relies on the Lipton-Lewis formula, guaranteeing that we can estimate the call-price asymptotics using only the characteristic function of the Lévy process. While this method does not provide a less technical approach, it is novel and is promising for obtaining second-order call-price asymptotics for at-the-money options for a more general class of Lévy processes.Georgia Institute of TechnologyHoudre, Christian2015-06-08T18:21:03Z2015-06-08T18:21:03Z2015-052015-01-08May 20152015-06-08T18:21:03ZDissertationapplication/pdfhttp://hdl.handle.net/1853/53506en_US
collection NDLTD
language en_US
format Others
sources NDLTD
topic CGMY process
Levy process
Small-time asymptotics
Asymptotic expansions
Regular variation
Options pricing
Finance
spellingShingle CGMY process
Levy process
Small-time asymptotics
Asymptotic expansions
Regular variation
Options pricing
Finance
Hoffmeyer, Allen Kyle
Small-time asymptotics of call prices and implied volatilities for exponential Lévy models
description We derive at-the-money call-price and implied volatility asymptotic expansions in time to maturity for a selection of exponential Lévy models, restricting our attention to asset-price models whose log returns structure is a Lévy process. We consider two main problems. First, we consider very general Lévy models that are in the domain of attraction of a stable random variable. Under some relatively minor assumptions, we give first-order at-the-money call-price and implied volatility asymptotics. In the case where our Lévy process has Brownian component, we discover new orders of convergence by showing that the rate of convergence can be of the form t¹/ᵃℓ(t) where ℓ is a slowly varying function and $\alpha \in (1,2)$. We also give an example of a Lévy model which exhibits this new type of behavior where ℓ is not asymptotically constant. In the case of a Lévy process with Brownian component, we find that the order of convergence of the call price is √t. Second, we investigate the CGMY process whose call-price asymptotics are known to third order. Previously, measure transformation and technical estimation methods were the only tools available for proving the order of convergence. We give a new method that relies on the Lipton-Lewis formula, guaranteeing that we can estimate the call-price asymptotics using only the characteristic function of the Lévy process. While this method does not provide a less technical approach, it is novel and is promising for obtaining second-order call-price asymptotics for at-the-money options for a more general class of Lévy processes.
author2 Houdre, Christian
author_facet Houdre, Christian
Hoffmeyer, Allen Kyle
author Hoffmeyer, Allen Kyle
author_sort Hoffmeyer, Allen Kyle
title Small-time asymptotics of call prices and implied volatilities for exponential Lévy models
title_short Small-time asymptotics of call prices and implied volatilities for exponential Lévy models
title_full Small-time asymptotics of call prices and implied volatilities for exponential Lévy models
title_fullStr Small-time asymptotics of call prices and implied volatilities for exponential Lévy models
title_full_unstemmed Small-time asymptotics of call prices and implied volatilities for exponential Lévy models
title_sort small-time asymptotics of call prices and implied volatilities for exponential lévy models
publisher Georgia Institute of Technology
publishDate 2015
url http://hdl.handle.net/1853/53506
work_keys_str_mv AT hoffmeyerallenkyle smalltimeasymptoticsofcallpricesandimpliedvolatilitiesforexponentiallevymodels
_version_ 1716806570206035968