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A credit risk model for large dimensional portfolios with application to economic capital
Institution:1. Faculty of Business Administration, Kyoto Sangyo University, Motoyama, Kamigamo, Kita-ku, Kyoto 603–8555, Japan;2. Faculty of Economics, Osaka Sangyo University, Osaka 574–8530, Japan;1. School of Economics, Finance and Property, Curtin University, WA, Australia;2. College of Business, Governance and Law, Flinders University, Bedford Park Campus, Adelaide, SA 5042, Australia
Abstract:In this paper we develop a multi-period and multi-state portfolio credit risk model which is applicable to large dimensional portfolios like for example retail and mortgage portfolios. The model includes a methodology for estimation and simulation of systematic transition risk through a model for stochastic migration, a methodology for the modelling of recoveries in the case of stochastic collaterals as well as an approach to dimension reduction of the portfolio. One important application of our model is economic capital (EC) and a concept of EC based on the analogy with classical risk theory is introduced and the questions of allocation as well as risk-adjusted pricing based on the allocation of EC are structured and described. The model is illustrated by an extensive numerical example giving a concretization of the model as well as of several of the concepts introduced.
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