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MOBIUS DECONVOLUTION ON THE HYPERBOLIC PLANE WITH APPLICATION TO IMPEDANCE DENSITY ESTIMATION
- Huckemann, Stephan F.;
- Kim, Peter T.;
- Koo, Ja-Yong;
- Munk, Axel
WEB OF SCIENCE
28SCOPUS
28초록
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.
키워드
- 제목
- MOBIUS DECONVOLUTION ON THE HYPERBOLIC PLANE WITH APPLICATION TO IMPEDANCE DENSITY ESTIMATION
- 저자
- Huckemann, Stephan F.; Kim, Peter T.; Koo, Ja-Yong; Munk, Axel
- 발행일
- 2010-08
- 유형
- Article
- 권
- 38
- 호
- 4
- 페이지
- 2465 ~ 2498