Quick search Find article
Quick search
Find article

On the nature of ill-posedness of an inverse problem arising in option pricing

Torsten Hein and Bernd Hofmann

Show affiliations


Inverse problems in option pricing are frequently regarded as simple and resolved if a formula of Black–Scholes type defines the forward operator. However, precisely because the structure of such problems is straightforward, they may serve as benchmark problems for studying the nature of ill-posedness and the impact of data smoothness and no arbitrage on solution properties. In this paper, we analyse the inverse problem (IP) of calibrating a purely time-dependent volatility function from a term-structure of option prices by solving an ill-posed nonlinear operator equation in spaces of continuous and power-integrable functions over a finite interval. The forward operator of the IP under consideration is decomposed into an inner linear convolution operator and an outer nonlinear Nemytskii operator given by a Black–Scholes function. The inversion of the outer operator leads to an ill-posedness effect localized at small times, whereas the inner differentiation problem is ill posed in a global manner. Several aspects of regularization and their properties are discussed. In particular, a detailed analysis of local ill-posedness and Tikhonov regularization of the complete IP including convergence rates is given in a Hilbert space setting. A brief numerical case study on synthetic data illustrates and completes the paper.


PACS

02.30.Zz Inverse problems

02.30.Tb Operator theory

MSC

35R30 Inverse problems (undetermined coefficients, etc.) for PDE

47J06 Nonlinear ill-posed problems

Subjects

Mathematical physics

Dates

Issue 6 (December 2003)

Received 11 June 2003, in final form 25 September 2003

Published 24 October 2003



Users also read

What's this?
This innovative new feature generates a list of articles 'also read' by other users based on them reading the original article. Article abstracts citations and references are all considered and weighted accordingly. We hope that this will help you find relevant papers for your research.

  1. On decoupling of volatility smile and term structure in inverse option pricing
  2. A convergence rates result for Tikhonov regularization in Banach spaces with non-smooth operators
  3. Tikhonov regularization applied to the inverse problem of option pricing: convergence analysis and rates
More

View by subject




Export








Please login to access our web services, or create an account if you don't yet have one.

You must have cookies enabled in your web browser to be able to login.

Username
Password

Forgotten your password? Get a new one here.