Markovian lifts of positive semidefinite affine Volterra-type processes

被引:22
作者
Cuchiero, Christa [1 ]
Teichmann, Josef [2 ]
机构
[1] Vienna Univ Econ & Business, Welthandelspl 1, A-1020 Vienna, Austria
[2] Swiss Fed Inst Technol, Ramistr 101, CH-8092 Zurich, Switzerland
关键词
Stochastic partial differential equations; Affine processes; Wishart processes; Hawkes processes; Stochastic Volterra processes; Rough volatility models;
D O I
10.1007/s10203-019-00268-5
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
We consider stochastic partial differential equations appearing as Markovian lifts of matrix-valued (affine) Volterra-type processes from the point of view of the generalized Feller property (see, e.g., Dorsek and Teichmann in A semigroup point of view on splitting schemes for stochastic (partial) differential equations, 2010. ). We introduce in particular Volterra Wishart processes with fractional kernels and values in the cone of positive semidefinite matrices. They are constructed from matrix products of infinite dimensional Ornstein-Uhlenbeck processes whose state space is the set of matrix-valued measures. Parallel to that we also consider positive definite Volterra pure jump processes, giving rise to multivariate Hawkes-type processes. We apply these affine covariance processes for multivariate (rough) volatility modeling and introduce a (rough) multivariate Volterra Heston-type model.
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页码:407 / 448
页数:42
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