Ornstein-Uhlenbeck processes on Lie groups |
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Authors: | Fabrice Baudoin |
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Affiliation: | a Université Paul Sabatier, Institut des Mathématiques, 118, Rue de Narbonne, Toulouse, Cedex 31062, France b The University of Warwick, Mathematics Department, CV4 7AL Coventry, United Kingdom c Department of Mathematical Methods in Economics, Vienna University of Technology, Wiedner Hauptstrasse 8-10, A-1040 Wien, Austria |
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Abstract: | We consider Ornstein-Uhlenbeck processes (OU-processes) associated to hypo-elliptic diffusion processes on finite-dimensional Lie groups: let L be a hypo-elliptic, left-invariant “sum of the squares”-operator on a Lie group G with associated Markov process X, then we construct OU-processes by adding negative horizontal gradient drifts of functions U. In the natural case U(x)=−logp(1,x), where p(1,x) is the density of the law of X starting at identity e at time t=1 with respect to the right-invariant Haar measure on G, we show the Poincaré inequality by applying the Driver-Melcher inequality for “sum of the squares” operators on Lie groups. The resulting Markov process is called the natural OU-process associated to the hypo-elliptic diffusion on G. We prove the global strong existence of these OU-type processes on G under an integrability assumption on U. The Poincaré inequality for a large class of potentials U is then shown by a perturbation technique. These results are applied to obtain a hypo-elliptic equivalent of standard results on cooling schedules for simulated annealing on compact homogeneous spaces M. |
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Keywords: | Lie group Hypo-elliptic diffusion Spectral gap Simulated annealing |
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