Möbius deconvolution on the hyperbolic plane with application to impedance density estimation

Citation
F. Huckemann, Stephan et al., Möbius deconvolution on the hyperbolic plane with application to impedance density estimation, Annals of statistics , 38(4), 2010, pp. 2465-2498
Journal title
ISSN journal
00905364
Volume
38
Issue
4
Year of publication
2010
Pages
2465 - 2498
Database
ACNP
SICI code
Abstract
In this paper we consider a novel statistical inverse problem on the Poincaré, or Lobachevsky, upper (complex) half plane. Here the Riemannian structure is hyperbolic and a transitive group action comes from the space of 2 . 2 real matrices of determinant one via Möbius transformations. Our approach is based on a deconvolution technique which relies on the Helgason.Fourier calculus adapted to this hyperbolic space. This gives a minimax nonparametric density estimator of a hyperbolic density that is corrupted by a random Möbius transform. A motivation for this work comes from the reconstruction of impedances of capacitors where the above scenario on the Poincaré plane exactly describes the physical system that is of statistical interest.