具有相互作用粒子系统的随机局部强度损失模型
Stochastic Local Intensity Loss Models with Interacting Particle Systems
摘要:
从Schönbucher(2005)的工作中可以知道,损失过程的边际律可以被一个单位时间递增的非齐次马尔可夫过程匹配,其确定性跳跃强度称为局部强度。随机局部强度(SLI)模型,如Arnsdorf和Halperin(2008)提出的模型,允许在保持相同的边际律的同时获得随机跳跃强度。这些模型涉及一个非线性的跳跃。本文的第一个贡献是证明了这类过程的存在性和唯一性。这是通过一个相互作用的粒子系统,其收敛速度向非线性收敛进行了分析。其次,这种方法提供了一个强大的方法来计算路径的期望与SLI模型:我们表明,计算成本大致相同的原油蒙特卡洛算法的标准SDES。
英文摘要:
It is well-known from the work of Schönbucher (2005) that the marginal laws of a loss process can be matched by a unit increasing time inhomogeneous Markov process, whose deterministic jump intensity is called local intensity. The Stochastic Local Intensity (SLI) models such as the one proposed by Arnsdorf and Halperin (2008) allow to get a stochastic jump intensity while keeping the same marginal laws. These models involve a non-linear SDE with jumps. The first contribution of this paper is to prove the existence and uniqueness of such processes. This is made by means of an interacting particle system, whose convergence rate towards the non-linear SDE is analyzed. Second, this approach provides a powerful way to compute pathwise expectations with the SLI model: we show that the computational cost is roughly the same as a crude Monte-Carlo algorithm for standard SDEs.
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