Torsten Hein and Bernd Hofmann 2003 Inverse Problems 19 1319 doi:10.1088/0266-5611/19/6/006
Torsten Hein and Bernd Hofmann
Show affiliationsInverse 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.
35R30 Inverse problems (undetermined coefficients, etc.) for PDE
Issue 6 (December 2003)
Received 11 June 2003, in final form 25 September 2003
Published 24 October 2003
Torsten Hein and Bernd Hofmann 2003 Inverse Problems 19 1319
K P Sarkar and A S Ghosh 1989 J. Phys. B: At. Mol. Opt. Phys. 22 105
D Brizuela et al 2007 J. Phys.: Conf. Ser. 66 012011
T Okamoto et al 2009 J. Phys.: Conf. Ser. 191 012004
R W McCullough et al 1987 J. Phys. B: At. Mol. Phys. 20 2031
H M Luo et al 2001 Supercond. Sci. Technol. 14 320
M A Clift et al 2002 Phys. Med. Biol. 47 1421
The ATLAS Collaboration et al 2008 JINST 3 S08003
L O Bubulac et al 1993 Semicond. Sci. Technol. 8 S270
L E Vorobjev et al 2001 Nanotechnology 12 462