Shot-noise Driven Multivariate Default Models
نویسنده
چکیده
Abstract. The recent financial crisis, responsible for massive accumulations of credit events, emphasizes the urgent need for adequate portfolio default models. Due to the high dimensionality of real credit portfolios, balancing flexibility and numerical tractability is of uttermost importance. To acknowledge this, a multivariate default model with interesting stylized properties is introduced in the following way: a non-decreasing shotnoise process serves as common stochastic clock. Individual default times are defined as the first-passage times of the common clock across independent exponentially distributed threshold levels. We obtain a default model which has a dynamic stochastic representation, contagion effects, a positive probability for joint defaults, the ability to separate univariate marginal laws from the dependence structure, and the option for efficient pricing routines under a “large homogeneous groups” assumption. Besides this, the model is well-suited for insurance portfolios which are subject to catastrophe risks and the pricing of catastrophe derivatives.
منابع مشابه
Quadratic Models for Portfolio Credit Risk with Shot-Noise Effects
We propose a reduced form model for default that allows us to derive closed-form solutions to all the key ingredients in credit risk modeling: risk-free bond prices, defaultable bond prices (with and without stochastic recovery) and probabilities of survival. We show that all these quantities can be represented in general exponential quadratic forms, despite the fact that the intensity is allow...
متن کاملGaussian approximation of multivariate Lévy processes with applications to simulation of tempered and operator stable processes
Problem of simulation of multivariate Lévy processes is investigated. The method based on shot noise series expansions of such processes combined with Gaussian approximation of the remainder is established in full generality. Formulas that can be used for simulation of tempered stable, operator stable and other multivariate processes are obtained. Key-words: Lévy processes, Gaussian approximati...
متن کاملGaussian approximation of multivariate Lévy processes with applications to simulation of tempered stable processes
The problem of simulation of multivariate Lévy processes is investigated. A method based on generalized shot noise series representations of Lévy processes combined with Gaussian approximation of the remainder is established in full generality. This method is applied to multivariate stable and tempered stable processes and formulas for their approximate simulation are obtained. Key-words: Lévy ...
متن کاملFunctional Limit Theorems for A New Class of Non-Stationary Shot Noise Processes
We study a class of non-stationary shot noise processes which have a general arrival process of noises with non-stationary arrival rate and a general shot shape function. Given the arrival times, the shot noises are conditionally independent and each shot noise has a general (multivariate) cumulative distribution function (c.d.f.) depending on its arrival time. We prove a functional weak law of...
متن کاملShot-noise control in ac-driven nanoscale conductors
We derive within a time-dependent scattering formalism expressions for both the current through ac-driven nanoscale conductors and its fluctuations. The results for the time-dependent current, its time average, and, above all, the driven shot-noise properties assume an explicit and serviceable form by relating the propagator to a non-Hermitian Floquet theory. The driven noise cannot be expresse...
متن کامل