ON SOME CONTINUITY AND DIFFERENTIABILITY PROPERTIES OF PATHS OF GAUSSIAN PROCESSESl
نویسنده
چکیده
This paper considers some path pro~erties of real separable Gaussian processes ~ with parameter set an arbitrary interval. The following results are established, among others. At every fixed point the paths of ~ are continuous, or differentiable, with probability zero or one. If ~ is measurable, then with probability one its paths have essentially the same points of continuity and differentiability. If ~ is measurable and not mean square continuous or diffe~entiable at every pc~_nt, then with probability one its paths are almost nowhere continuous or differentiable respectively. If ~ is mean square contir.uous and 8tationary, then its paths are differentiable with probability or.e if and only if ~ is mean square differentiable. If ~ is harmcnizable, then its paths are absolutely continuous if and only if ~ is mean square differentiable. Also a class of harmonizable processes is determined for which the following are true: (i) with probability one paths are either continuous or unbounded on every jnterval, and (ii) path differentiability with pr0bability one is equivalent to mean square differentiability. ON SOME CONTINUITY AND DIFFERENTIABILITY PROPERTIES OF PATHS OF GAUSSIAN PROCESSES I Stamatis Cambanis University of North Carolina at Chapel Hill
منابع مشابه
On Some Continuity and Differentiability Properties of Paths of Gaussian Processes
This paper considers some path properties of real separable Gaussian processes ~ with parameter set an arbitrary interval. The following results are established, among others. At every fixed point the paths of ~ are continuous, or differentiable, with probability zero or one. If ~ is measurable, then with probability one its paths have essentially the same points .~ of continuity and differenti...
متن کاملProperties of eigenvalue function
For the eigenvalue function on symmetric matrices, we have gathered a number of it’s properties.We show that this map has the properties of continuity, strict continuity, directional differentiability, Frechet differentiability, continuous differentiability. Eigenvalue function will be extended to a larger set of matrices and then the listed properties will prove again.
متن کاملSensitivities via Rough Paths
Motivated by a problematic coming from mathematical finance, the paper deals with existing and additional results on the continuity and the differentiability of the Itô map associated to rough differential equations. These regularity results together with the Malliavin calculus are applied to the sensitivities analysis of stochastic differential equations driven by multidimensional Gaussian pro...
متن کاملA Generalized Mean-Reverting Equation and Applications
Consider a mean-reverting equation, generalized in the sense it is driven by a 1-dimensional centered Gaussian process with Hölder continuous paths on [0, T ] (T > 0). Taking that equation in rough paths sense only gives local existence of the solution because the non-explosion condition is not satisfied in general. Under natural assumptions, by using specific methods, we show the global existe...
متن کاملAnalysis of Nonsmooth Symmetric-Matrix-Valued Functions with Applications to Semidefinite Complementarity Problems
For any function f from R to R, one can define a corresponding function on the space of n × n (block-diagonal) real symmetric matrices by applying f to the eigenvalues of the spectral decomposition. We show that this matrix-valued function inherits from f the properties of continuity, (local) Lipschitz continuity, directional differentiability, Fréchet differentiability, continuous differentiab...
متن کامل