A Mean-Reverting SDE on Correlation matrices
We introduce a mean-reverting SDE whose solution is naturally defined on the space of correlation matrices. This SDE can be seen as an extension of the well-known Wright-Fisher diffusion. We provide conditions that ensure weak and strong uniqueness of the SDE, and describe its ergodic limit. We also shed light on a useful connection with Wishart processes that makes understand how we get the full SDE. Then, we focus on the simulation of this diffusion and present discretization schemes that achieve a second-order weak convergence. Last, we explain how these correlation processes could be used to model the dependence between financial assets.
|Date of creation:||2013|
|Date of revision:|
|Publication status:||Published, Stochastic Processes and their Applications, 2013, 123, 4, 1472-1520|
|Note:||View the original document on HAL open archive server: http://hal-enpc.archives-ouvertes.fr/hal-00617111|
|Contact details of provider:|| Web page: http://hal.archives-ouvertes.fr/ |
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