On the formulation of credit barrier model using radial basis functions

On the formulation of credit barrier model using radial basis functions

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Article ID: iaor201525382
Volume: 65
Issue: 9
Start Page Number: 1437
End Page Number: 1452
Publication Date: Sep 2014
Journal: Journal of the Operational Research Society
Authors: ,
Keywords: barrier method, credit evaluation
Abstract:

Albanese et al in 2003 and Avellaneda and Zhu in 2001 develop the framework of credit barrier model. They provide special solutions to the model in case of simple stochastic structure. The technical aspect of the model remains wide open for general stochastic structure that is crucial when the model is required to calibrate with aggregate amount of empirical data. This paper provides a technical solution to this problem with the use of radial basis functions (RBF). This paper discusses the numerical implementation of the credit barrier model using the RBF method. It also demonstrates that the RBF method is numerically tractable in this problem and allows in the model richer stochastic structure capable of capturing relevant market information.

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