Source: Rev. Mat. Iberoamericana Volume 25, Number 3
(2009), 971-994.
Following old ideas of V. Yu. Krylov we consider the possibility that
high order differential operators of dissipative type and constant
coefficients might be associated, at least formally, with signed
measures on path space in the same way that Wiener measure is
associated with the Laplacian.
There are fundamental difficulties with this idea because the
measure would always have locally infinite mass. However, this paper
provides evidence that if one considers equivalence classes of paths
corresponding to distinct parameterisations of the same path, the
measures might really exist on this quotient space.
Precisely, we consider the measures on piecewise linear paths with
given time partition defined using the semigroup associated to the
differential operator and prove that these measures converge in
distribution when the test functions on path space are the iterated
integrals of the paths.
Given a "random" piecewise-linear path, we evaluate its
"expected" signature in terms of an explicit tensor
series in the tensor algebra. Our approach uses an integration by
parts argument under very mild conditions on the polynomial corresponding
to the PDE of high order.
References
Beghin, L., Hochberg, K. J. and Orsingher, E.: Conditional maximal distributions of processes related to higher-order heat-type equations. Stochastic Process. Appl. 85 (2000), no. 2, 209-223.
Cass, T. and Friz, P.: Densities for rough differential equations under Hörmander's condition. To appear in Ann. of Math.
Chen, K. T.: Integration of paths, geometric invariants and a generalized Baker-Hausdorff formula. Ann. of Math. (2) 65 (1957), 163-178.
Mathematical Reviews (MathSciNet):
MR85251
Davies, E. B.: Spectral theory and differential operators. Cambridge Studies in Advanced Mathematics 42. Cambridge Univ. Press, Cambridge, 1995.
Davies, E. B.: Long time asymptotics of fourth order parabolic equations. J. Anal. Math. 67 (1995), 323-345.
Doob, J. L.: Semimartingales and subharmonic functions. Trans. Amer. Math. Soc. 77 (1954), 86-121.
Mathematical Reviews (MathSciNet):
MR64347
Fawcett, T.: Problems in stochastic analysis. Connections between rough paths and non-commutative harmonic analysis. Ph.D. Thesis. Oxford University, 2003.
Hambly, B. M. and Lyons, T. J.: Uniqueness for the signature of a path of bounded variation and the reduced path group. To appear in Ann. of Math.
Hochberg, K. J.: A signed measure on path space related to Wiener measure. Ann. Probab. 6 (1978), no. 3, 433-458.
Mathematical Reviews (MathSciNet):
MR490812
Hochberg, K. J.: Central limit theorem for signed distributions. Proc. Amer. Math. Soc. 79 (1980), no. 2, 298-302.
Mathematical Reviews (MathSciNet):
MR565358
Hochberg, K. J. and Orsingher, E.: Composition of stochastic processes governed by higher-order parabolic and hyperbolic equations. J. Theoret. Probab. 9 (1996), no. 2, 511-532.
Hörmander, L.: The analysis of linear partial differential operators. II. Differential operators with constant coefficients. Grundlehren der Mathematischen Wissenschaften 257. Springer-Verlag, Berlin, 1983.
Mathematical Reviews (MathSciNet):
MR705278
Itô, K.: Stochastic integral. Proc. Imp. Acad. Tokyo 20 (1944), 519-524.
Mathematical Reviews (MathSciNet):
MR14633
Krylov, V. J.: Some properties of the distribution corresponding to the equation $\partial u/\partial t=(-1)\spq+1\partial \sp2qu/\partial x\sp2q$. Dokl. Akad. Nauk SSSR 132 1254-1257; translated as Soviet Math. Dokl. 1 (1960), 760-763.
Mathematical Reviews (MathSciNet):
MR118953
Kusuoka, S. and Stroock, D.: Applications of the Malliavin calculus. III. J. Fac. Sci. Univ. Tokyo Sect. IA Math. 34 (1987), no. 2, 391-442.
Mathematical Reviews (MathSciNet):
MR914028
Kusuoka, S. and Stroock, D.: Applications of the Malliavin calculus. II. J. Fac. Sci. Univ. Tokyo Sect. IA Math. 32 (1985), no. 1, 1-76.
Mathematical Reviews (MathSciNet):
MR783181
Kusuoka, S. and Stroock, D.: Applications of the Malliavin calculus. I. In Stochastic analysis (Katata/Kyoto, 1982), 271-306. North-Holland Math. Library 32. North-Holland, Amsterdam, 1984.
Mathematical Reviews (MathSciNet):
MR780762
Kusuoka, S.: Malliavin calculus revisited. J. Math. Sci. Univ. Tokyo 10 (2003), no. 2, 261-277.
Levin, D. and Wildon, M.: A combinatorial method for calculating the moments of Lévy area. Trans. Amer. Math. Soc. 360 (2008), no. 12, 6695-6709.
Lévy, P.: Wiener's random function, and other Laplacian random functions. In Proceedings of the Second Berkeley Symposium on Mathematical Statistics and Probability, 1950, 171-187. Univ. California Press, Berkeley and Los Angeles, 1951.
Mathematical Reviews (MathSciNet):
MR44774
Lojasiewicz, S.: Ensembles semi-analytiques. Cours Faculté des Sciences d'Orsay, Mimeographié I.H.E.S. Bures-sur-Yvette, July, 1965.
Lyons, T. and Victoir, N.: Cubature on Wiener space. Proc. R. Soc. Lond. Ser. A Math. Phys. Eng. Sci. 460 (2004), no. 2041, 169-198.
Lyons, T. J.: Differential equations driven by rough signals. Rev. Mat. Iberoamericana 14 (1998), no. 2, 215-310.
Lyons, T. J., Caruana, M. and Lévy, T.: Differential equations driven by rough paths. Lecture Notes in Mathematics 1908. Springer, Berlin, 2007.
Malliavin, P.: Infinite-dimensional analysis. Bull. Sci. Math. 117 (1993), no. 1, 63-90.
Mascarello, M. and Rodino, L.: Partial differential equations with multiple characteristics. Math. Topics 13. Akademie Verlag, Berlin, 1997.
Ree, R.: Lie elements and an algebra associated with shuffles. Ann. of Math. (2) 68 (1958), 210-220.
Mathematical Reviews (MathSciNet):
MR100011
Reutenauer, C.: Free Lie algebras. London Mathematical Society Monographs, New Series 7. Oxford Science Publications. The Clarendon Press Oxford University Press, New York, 1993.
Stroock, D. and Varadhan, S.: Multidimensional diffusion processes. Classics in Mathematics. Springer-Verlag, Berlin, 2006.