MOBIUS DECONVOLUTION ON THE HYPERBOLIC PLANE WITH APPLICATION TO IMPEDANCE DENSITY ESTIMATION
- Authors
- Huckemann, Stephan F.; Kim, Peter T.; Koo, Ja-Yong; Munk, Axel
- Issue Date
- 8월-2010
- Publisher
- INST MATHEMATICAL STATISTICS
- Keywords
- Cayley transform; cross-validation; deconvolution; Fourier analysis; Helgason-Fourier transform; hyperbolic space; impedance; Laplace-Beltrami operator; Mobius transformation; special linear group; statistical inverse problems; upper half-plane
- Citation
- ANNALS OF STATISTICS, v.38, no.4, pp.2465 - 2498
- Indexed
- SCIE
SCOPUS
- Journal Title
- ANNALS OF STATISTICS
- Volume
- 38
- Number
- 4
- Start Page
- 2465
- End Page
- 2498
- URI
- https://scholar.korea.ac.kr/handle/2021.sw.korea/116022
- DOI
- 10.1214/09-AOS783
- ISSN
- 0090-5364
- Abstract
- In this paper we consider a novel statistical inverse problem on the Poincare, or Lobachevsky, upper (complex) half plane. Here the Riemannian structure is hyperbolic and a transitive group action comes from the space of 2 x 2 real matrices of determinant one via Mobius 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 Mains transform. A motivation for this work comes from the reconstruction of impedances of capacitors where the above scenario on the Poincare plane exactly describes the physical system that is of statistical interest.
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